METHODS OF AGRICULTURAL PRODUCTION OF BRASSICA CARINATA OILSEED CROP
20200275617 ยท 2020-09-03
Assignee
Inventors
Cpc classification
Y02P20/151
GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
Y02A50/20
GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
C05F3/00
CHEMISTRY; METALLURGY
Y02P30/20
GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
C10L1/02
CHEMISTRY; METALLURGY
C10G3/50
CHEMISTRY; METALLURGY
Y02C20/40
GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
Y02P30/00
GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
Y02E50/30
GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
A23K10/30
HUMAN NECESSITIES
A01C14/00
HUMAN NECESSITIES
A01G22/00
HUMAN NECESSITIES
International classification
A01G22/00
HUMAN NECESSITIES
C10L1/02
CHEMISTRY; METALLURGY
C05F3/00
CHEMISTRY; METALLURGY
A23K10/30
HUMAN NECESSITIES
Abstract
The present invention relates to agricultural practices for maximizing carbon sequestration, enhanced productivity, sustainable farming and minimizing greenhouse gas emissions. In one embodiment, there is provided a method comprising: planting a Brassica carinata variety as a second crop in rotation with a first crop or to replace fallow; implementing land management practices to reduce the use of fossil fuel inputs and to maximize the capture of atmospheric carbon by the plant material of Brassica carinata; harvesting of the Brassica carinata variety to obtain the grain; and returning about 70% to about 90% of all plant material from the Brassica carinata variety aside from the grain to the soil. As a result, the overall greenhouse gas emissions associated with agriculture are reduced. In some embodiments, the method further comprises producing grain for use in the production of a plant-based feedstock for producing low carbon intensity fuels; for adding carbon in soil; and/or acquiring a carbon credit.
Claims
1.-30. (canceled)
31. A method for cultivation of Brassica carinata comprising: a. planting a Brassica carinata variety as a second crop in rotation with a first crop or to replace fallow; b. implementing land management practices to reduce use of fossil fuel inputs and to maximize capture of atmospheric carbon by plant material of the Brassica carinata variety, said land management practices comprising one or more of: i. no-tillage, low-tillage, or medium-tillage, ii. reducing irrigation compared to a normal irrigation amount required for another oilseed crop for the same growing environment, iii. reducing use of inorganic nitrogen fertilizer compared to a recommended amount of nitrogen fertilizer for Brassica carinata for the growing environment, and iv. using manure to provide from about 20% to about 100% of the nitrogen fertilizer required for cultivation of Brassica carinata; c. harvesting the Brassica carinata variety to obtain grain; and d. returning about 70% to about 90% of all plant material from the Brassica carinata variety, aside from the grain, to the soil.
32. The method of claim 31, further comprising planting the Brassica carinata variety immediately following a harvest or concomitant with the harvest of the first crop for sequential crop production without an intervening fallow period.
33. The method of claim 31, further comprising processing the harvested grain to extract oil and to produce a meal fraction.
34. The method of claim 33, further comprising using the oil as a feedstock for producing a low carbon intensity biofuel.
35. The method of claim 34, wherein the low carbon intensity biofuel has a carbon intensity value that is reduced by about 50 to about 200 g CO.sub.2eq/MJ relative to the carbon intensity value of a corresponding fuel produced from a fossil fuel feedstock.
36. The method of claim 34, wherein the GHG emissions resulting from production of the low carbon intensity biofuel over its production lifecycle are reduced by about 60% to about 400% relative to the GHG emissions resulting from production of a corresponding fuel from a fossil fuel feedstock.
37. The method of claim 33, further comprising producing a protein rich feed additive for livestock production from the meal fraction.
38. The method of claim 31, further comprising planting a new crop that can be the same as the first crop, or different from the first crop, but that is not Brassica carinata, immediately after or concomitant with the harvest of Brassica carinata without an intervening fallow period.
39. The method of claim 31, wherein the method further comprises sequestering atmospheric CO.sub.2.
40. The method of claim 31, wherein the method sequesters from about 0.5 to about 5 tonnes of CO.sub.2 per hectare per year in soil.
41. The method of claim 31, comprising reducing use of nitrogen fertilizer to between about 40% to about 100% of the recommended amount of nitrogen fertilizer for Brassica carinata in the growing environment.
42. The method of claim 31, wherein the manure is chicken litter, cattle manure, or sheep manure.
43. The method of claim 31, wherein there is minimal or no land use change.
44. The method of claim 31, wherein the first crop is a leguminous crop.
45. The method of claim 44, wherein the leguminous crop is peanut, soybean, lentil, bean or pea.
46. The method of claim 31, wherein the first crop is a cereal crop.
47. The method of claim 46, wherein the cereal crop is wheat, barley, rye, oats or corn.
48. The method of claim 31, wherein the first crop is cotton or sesame.
49. The method of claim 31, wherein the growing environment is in a region with a tropical moist climate, and wherein the land management practices comprise planting the Brassica carinata in fall or winter for harvest in spring or summer, or planting the Brassica carinata in spring for harvest in the fall.
50. The method of claim 31, wherein the growing environment is in a region with a tropical, dry climate, and wherein the land management practices comprise planting the Brassica carinata in fall or winter for harvest in spring or summer.
51. The method of claim 31, wherein the growing environment is in a region with a cool temperate, dry climate, and wherein the land management practices comprise planting the Brassica carinata in spring for harvest in summer or the fall.
52. The method of claim 31, wherein the growing environment is in a region with a cool temperate, moist climate, and wherein the land management practices comprise planting the Brassica carinata in spring for harvest in summer or the fall.
53. The method of claim 31, wherein the growing environment is in a region with a warm temperate, moist climate, and wherein the land management practices comprise planting the Brassica carinata in fall or winter for harvest in spring or summer.
54. The method of claim 31, wherein the growing environment is in a region with a warm temperate, dry climate, and wherein the land management practices comprise planting the Brassica carinata in fall or winter for harvest in spring or summer.
55. The method of claim 31, wherein the harvesting is by combine harvester.
56. The method of claim 55, wherein the harvesting is by direct combining.
Description
DESCRIPTION OF THE DRAWINGS
[0122]
DEFINITIONS
[0123] In the Description, Examples, and Tables which follow, a number of terms are used. To aid in a clear and consistent understanding of the invention, the following definitions are provided.
[0124] Biofuels are fuels produced from feedstocks derived from a biological (plant, animal or bacterial) hydrocarbon source as opposed to fuels derived from a fossil source. Types of biofuels include those classified as [0125] a. First generation: in general, first generation biofuels are those derived from biomass obtained from food crops, for example ethanol produced from fermentation of starches and sugars or biodiesel produced from transesterification of edible vegetable oils. [0126] b. Second generation: second generation biofuels are those made from feedstocks derived from biomass of dedicated non-food energy crops or from harvest residues of food crops. In the former category are feedstock oils from dedicated energy crops such as jatropha while the latter category includes lignin, cellulose and hemicellulose from corn stover, sugarcane bagasse etc. [0127] c. Advanced or third generation biofuels: biofuels produced from algal feedstocks.
[0128] Biomass is defined broadly as organic derived material that comprises a living, or recently living organism. Above-ground plant biomass comprises the entirety of biomass associated with the portion of a plant that is above the soil surface at the time of sampling. Likewise, below-ground plant biomass comprises the entirety of biomass associated with the portion of a plant that is below the soil surface at the time of sampling. It follows that total plant biomass is defined as the sum of above-ground biomass and all below-ground biomass at the time of sampling.
[0129] Carbon intensity (CI) refers to the quantity of greenhouse gas (GHG) emissions produced by a unit quantity of fuel over its entire lifecycle compared to the energy evolved when that unit of fuel is burned. GHG production is determined by a thorough life cycle analysis (LCA) which enumerates all GHG emissions released in a unit of fuel's production and utilization. For biofuel, this will include all emissions produced as a result of growing the crop and subsequently transporting the harvested material, subsequent conversion of the harvested material to fuel feedstock, storage and transport of transport of the feedstock, production of fuel from the feedstock, storage and distribution of the fuel, through to the end use of the fuel. CI is reported as the mass of carbon dioxide equivalent greenhouse gases emitted per unit of energy contained in the fuel, in units of grams of carbon dioxide equivalent per megajoule of energy produced (gCO.sub.2e/MJ).
[0130] Carinata refers to seeds or plants of the species Brassica carinata containing both the B genome from Brassica nigra and the C genome from Brassica oleracea (Nagahuru, 1935).
[0131] Cereals, or cereal crop(s), is the term applied to grasses that are cultivated for their grain including, but not limited to, barley, corn, oats, rice, rye, and wheat.
[0132] Climate zones, climate (climatic) regions, climate, as used herein, are terms referring to geographical divisions of the earth's surface that delineate regions based on similarities in historical average temperature, precipitation and seasonal variations. The climate zones used in this application are derived from those described in the EU document entitled COMMISSION DECISION of 10 Jun. 2010 on guidelines for the calculation of land carbon stocks for the purpose of Annex V to Directive 2009/28/EC, which in turn are based on climate zones established by the IPCC (IPCC 2006, 2006 IPCC Guidelines for National Greenhouse Gas Inventories, Prepared by the National Greenhouse Gas Inventories Programme, Eggleston H. S., Buendia L., Miwa K., Ngara T. and Tanabe K. (eds). Published: IGES, Japan.). The zones are defined based on commonalities in elevation, mean annual temperature (MAT), mean annual precipitation (MAP), mean annual precipitation to potential evapotransporation ratio (MAP:PET), and frost occurrence. There are 12 climate regions: Tropical, montane; Tropical, wet; Tropical, moist; Tropical, dry; Warm temperate, moist; Warm temperate, dry; Cool temperate, moist; Cool temperate, dry; Boreal, moist; Boreal, dry; Polar, moist; and Polar, dry (described in Table 2 below).
TABLE-US-00002 TABLE 2 IPCC climate zone definitions Climate Zone Defining characteristics Tropical Mean annual temperature greater than 18 C. Montane Up to 7 days of frost per year Elevation greater than 1000 m above sea level Tropical Mean annual temperature greater than 18 C. Wet Up to 7 days of frost per year Mean annual precipitation greater than 200 cm Less than 3 months dry, during winter Tropical Mean annual temperature greater than 18 C. Moist Up to 7 days of frost per year Mean annual precipitation between 100 and 200 cm Less than 3-5 months dry during winter Tropical Mean annual temperature greater than 18 C. Dry Up to 7 days of frost per year 5-8 months dry during winter Warm Mean annual temperature greater than 10 C. Temperate Humid; no dry season Moist Ratio of mean annual precipitation to potential evapotranspiration greater than 1 Warm Mean annual temperature greater than 10 C. Temperate Seasonally dry; winter rains Dry Ratio of potential evapotranspiration to mean annual precipitation is greater than 1 Cool Mean annual temperature greater than 10 C. (4-8 months Temperate at a temperature greater than 10 C.) Moist Ratio of mean annual precipitation to potential evapotranspiration greater than 1 Cool Mean annual temperature greater than 10 C. (4-8 months Temperate at a temperature greater than 10 C.) Dry Ratio of potential evapotranspiration to mean annual precipitation is greater than 1 Boreal 3 months or less at a temperature of 10 C. or greater Moist Ratio of mean annual precipitation to potential evapotranspiration greater than 1 Boreal 3 months or less at a temperature of 10 C. or greater Dry Ratio of potential evapotranspiration to mean annual precipitation is greater than 1 Polar All months at a temperature of less than 10 C. Moist Ratio of mean annual precipitation to potential evapotranspiration greater than 1 Polar All months at a temperature of less than 10 C. dry Ratio of potential evapotranspiration to mean annual precipitation is greater than 1
[0133] Combining refers to the process of reaping and collecting the seed pods from the matured crop, threshing the seed pods to release the seed (grain), and winnowing to separate and recover the grain from the now empty seed pods, stems, and branches (collectively referred to as chaff). These once distinct operations are today often combined by use of a multifunctional mechanized apparatus, appropriately known as a combine harvester.
[0134] Cover crops are annual plants grown primarily to enrich or improve the soil. They act by preventing soil degradation due to erosion and leaching of nutrients from the root crops root zone. They can also help to conserve soil moisture, act as reservoirs to maintain soil nutrients, improve soil structure by increasing its carbon content and act as disease breaks to prevent persistence of plant pathogens. By their nature, cover crops are planted during one season to conserve or improve the soils potential to support the growth of the next season's crop. Typically, cover crops are not grown in the expectation of yielding a harvestable material that has an inherent economic value, such as the ability to be used for production of food, fuel or fiber. Rather the plant matter produced by the cover crop is usually incorporated into the soil during or by the end of its lifecycle. By way of contrast, Brassica carinata, while providing similar benefits to soil as well as to succeeding crops, is harvested to yield an oil rich grain which can be processed to a feedstock used in biofuel production, as well as a protein rich meal that can be used in animal feed applications, and which provides a direct economic return to the farmer.
[0135] Cultivation: Cultivation refers to the conditions under which a crop is seeded, maintained and harvested. For carinata, factors for cultivation include the following: [0136] a. Time of seeding: carinata is a mid- to long-season crop that requires a slightly longer growing season than other mustard types. Hence seeding early provides the best results. The ideal seeding date depends greatly on geography and weather. However, in general soils should be at least 40 F or higher before planting. [0137] i. Canadian Prairies and US northern tier: typical planting occurs in spring between early April to late May. [0138] ii. South Eastern US: typical planting occurs in fall between October and December. [0139] iii. South America (Uruguay): the optimal planting time occurs in fall or winter (i.e., typically between beginning of May to end of June). [0140] b. Seeding: Soil type and previous cropping history will influence the type of tillage necessary to prepare the seedbed. Reduced or minimum tillage may increase water conservation, soil organic matter, fuel efficiency, and erosion control. Carinata can be planted into conventionally or minimally tilled soil, or it may be no-till planted in standing stubble. Seeding is carried out at a rate designed to achieve plant densities in a range from 80 to 180 plants per square meter. B. carinata may be seeded at a consistent depth of 0.5 to 5.0 cmfor example, at a depth of 1.35 to 2.5 cm. [0141] c. Fertility: The fertility requirements of carinata are similar to other mustards and canola. Adequate availability of nitrogen, phosphorous, potassium and sulfur are required to achieve the true yield potential. Manure may be used as a source of organic nitrogen to replace some or all of the recommended inorganic nitrogen for growth of Brassica carinata in specific soil composition. Fertilizer rates vary with growing zone and soil fertility. [0142] d. Tillage: Carinata can be planted into conventionally tilled soil where conventional tillage or full-tillage comprises a substantial soil inversion repeated several times yearly such that few plant residues remain at the soil surface at the time of seeding. Alternatively, carinata can planted into soil that is maintained under conservation tillage practices whereby the extent and frequency of tillage is substantially reduced with respect to conventional tillage (so-called medium or low tillage soil management) or it may be no-till planted in standing stubble. A fuller description of each tillage practice is provided below, in the definition of land management practices. [0143] e. Moisture: For good stand establishment, carinata requires adequate soil moisture at seeding and through emergence but can tolerate reduced moisture thereafter and stands up well to the semi-arid mid-summer conditions of the Southern Canadian prairies. [0144] f. Temperature: Carinata is a temperate climate crop but which has been adapted to the more extreme conditions experienced in the southern Canadian prairies and Northern Tier US states. During initial stand formation, carinata can recover from short term frost conditions and tolerates higher heat during flowering and seed set better than other Brassica oilseeds. [0145] g. Herbicides: Carinata is an aggressive crop and will out-compete many weeds if it establishes well. Some weed species, however, if allowed to establish early and persist, can affect quality and yield of all crops, including carinata. Examples of weeds that can adversely affect carinata yield and quality include cochia, wild mustard, and wild radish. Weed management is thus an important aspect of modern agricultural practice and comprises several different but complementary approaches including physical methods to remove weeds before seed can be set, such as cultivation, tilling and rogueing of fields as well as use of chemical agents or herbicides to suppress or kill weedy species before they become established and/or are able to set and release their seed. Herbicides are a class of pesticide and comprise a large group of chemical compounds that interfere with specific biological processes of the plants in such a way as to block their growth and survival. Herbicides are grouped into classes defined by the biological process they interact with. These can include inhibition of lipid biosynthesis, inhibition of amino acid biosynthesis, hormonal regulation of plant growth, inhibition of photosynthesis, inhibition of nitrogen metabolism, inhibition of plant pigments biosynthesis or function, agents which can disrupt cell membranes and agents which inhibit seedling growth (Sherwani et al., 2015). In general, different compounds and herbicide classes may display varying degrees of efficacy against certain weedy species. Moreover, some crop species may display more tolerance to certain classes of herbicide than others. Thus, in a particular geographical region, the use of a particular herbicide for weed control may be dictated by the nature of the crop being cultivated and the native weeds encountered in the region. A particular herbicide might thus be designated as being registered for use with a crop based on its record of performance and proven ability to control relevant weeds without significantly impacting crop yield. The registered usage also specifies specific methods of application of the herbicide, including recommended concentration of herbicide, use of appropriate diluents, adjuvants, surfactants, etc., method of delivery (i.e., spray versus granular), timing of application at appropriate crop stage to ensure least crop damage, timing of application and number of applications to ensure optimal weed control, location of application (foliar or soil application), recommended weather conditions for optimal weed control. Some examples of herbicides recommended for use with Brassica carinata grown in SE USA are listed (https://agrisoma.com/ckfinder/userfiles/files/2017_18_SE_Handbook.pdf). The aforementioned is cited as an example and is not meant to limit in any way the scope of the invention. [0146] h. Fungicides constitute a class of pesticide comprising a diverse set of chemical agents which can prevent or reduce the severity of plant infection by pathogenic fungi. As is the case for herbicides, there are numerous classes of fungicides. FRAC (Fungicide Resistance Action Committee; http://www.frac.info/home) list 12 classes based on the different biochemical pathways that the fungicides within a class targets, as well as a 13.sup.th class which comprises fungicides with unknown modes of action. Fungicides are also distinguished by their modes of delivery and sites of action: some fungicides are sprayed onto the plants surfaces while others are applied to the soil surfaces either in granular form or as a liquid flooding the soil surface. Fungicides applied to the soils tend to be absorbed via the roots and are transported to all plant tissues via xylem. Fungicides that are foliar can be either locali.e., protecting only the surfaces that they contact, systemici.e., absorbed by the upper plant surfaces but then transported by xylem to all above-ground tissues, or partially systemici.e., they can be locally absorbed but can only be transported short distances to protect a somewhat more extensive surface than the initial point of fungicide contact. Also, as with the case of herbicides, a registration system for fungicides exists which restricts the use of particular fungicides to specific crops and fungal disease applications where their application has been shown to be most efficacious and safe. Fungal diseases of Brassica oil seed crops can reduce the yield and the quality of harvested grain. Depending on the nature and severity of the fungal pathogen infection, the impacts can range from minor to complete crop loss. Fungicides can help mitigate the risk of losses incurred by fungal infection, but the costs of fungicide spraying are significant enough to require cost benefit and risk assessment type analyses to be carried out before deciding to proceed. Examples of economically significant fungal diseases of Brassicas and mustard oilseeds include [0147] i. Sclerotinia stem rot is caused by a fungus whose spores infect Brassica primarily during flowering stages and whose incidence is associated with periods of high humidity. Lesions are formed on the stems which can eventually kill the plant. Fungicides are available which can control the severity of the infection but must be applied at specific periods of the plant lifecycle (i.e., at early to mid-flowering) for best effect. Often multiple applications within this window of time are necessary. [0148] ii. Alternaria is a fungal disease of Brassicas that affects plants at all growth stages from early seedling through to maturity although mature plants are more susceptible. The greatest economic impact is on grain yield and quality. Foliar fungicide application during the late flowering stage is an effective way to mitigate the more detrimental effects of the disease on grain yield and quality. [0149] iii. Blackleg, a fungal disease of Brassica oilseed crops, infects plants at all stages but early stage infections have the most serious consequences, often culminating in plants with necrotic lesions on their lower stems that can virtually sever the plants at the base. Fungicides are only partially effective, having a minor protective effect when applied at an early plant growth stage. [0150] iv. Clubroot is a soil-borne fungus that affects the roots of Brassica oilseed crops. The spores can persist for long periods in the soil and there is currently no effective fungicidal treatment. Management may require using rotations which limit the frequency of Brassica planting. [0151] i. Insecticides are a third group of pesticide compounds designed to reduce or eliminate crop loss due the predation of crop species by insects. Like herbicides and fungicides, insecticides are classified according to their mode of action and the biochemical pathways that they target. One classification scheme (IRAC MoA) advocated by the Insecticide Resistance Action Committee (IRAC; http://www.irac-online.org) lists 29 classes of insecticides grouped by the common biochemical processes and pathways that the insecticide compounds target. Like herbicides and fungicides, insecticide function and persistence can also be influenced by their sites of action, i.e., whether they are only active on the surface of plants as applied, or whether they function as systemic agents. Further differentiation among some insecticide groups may be apparent based on whether they exhibit selectivity for specific insect types due to distinctive aspects of that insect's biology, Given that some insects serve a beneficial role, such as controlling plant pests, serving as plant pollinators and improving the nutrient content of soil, it is important that insecticides not be applied indiscriminately, but rather are used in a way that limits their actions as much as possible to the desired target species. Thus, modalities such as timing of application, amount and route of application, and restrictions on the types of insecticides used and the crops they may be used are all incorporated into the registered usage criteria of insecticide as a means of ensuring their safety and efficacy. Listed below are examples of insect species that can have significant negative economic impact on the yields and grain quality of Brassicas and mustard oilseed crops: [0152] j. Flea beetle is a very common pest of Brassica oilseed and mustard crops, feeding on both leaves and stems. When the flea beetle is present at early stages of crop development, it can result in severe thinning of the crop stand which will ultimately have a significant impact on the grain yield. There are insecticide products that can be applied as a foliar spray that are effective in controlling early stage infestations. [0153] k. The adult Diamondback Moth will lay her eggs on the surface of Brassica oilseed and mustard leaves and on hatching, the resultant larva will attack leaves and stems of the crops. Larva from eggs hatched at later stages will also feed on seed pods. The most impactful infestations are those which begin at early plant stages since the lifecycle of the moth can allow up to for generations during a typical Brassica oilseed crop season, resulting in ever increasing cycles of damage to the crop. In such cases insecticide treatment is most effective when applied at the early stages of the season when the larva are first observed. [0154] l. Both the adult and the larval Cabbage Seedpod Weevil can inflict significant damage on Brassica oilseed crops, mostly by compromising flowering and seed pod development. The adults will feed on flower buds, severely weakening them and rendering them more susceptible to heat induced damage and loss. Adults will lay their eggs in seed pods and the larva will fed on the developing seed. When the larvae mature to adulthood, they will emerge from the pod and continue feeding on the seeds through the pod wall. Insecticide application at the early flowering stage is necessary control the primary infestation to break the progression to secondary infestation. [0155] m. Seed treatments: Often, specific fungicides and insecticides can be formulated with chemical agents and binders to form a composition that can be applied to the surface of a seed. This seed treatment forms a stable coating over the seed surface. The resultant treated seed can then be packaged and sold to the farmer. When the seed is subsequently planted, the fungicide and insecticide will be present at the optimal dose to allow the emerging plant to withstand early season insect and fungal infestations, when the plant is most vulnerable and allowing the plantlet to form a better more vigorous stand. The benefits include improved crop yield potential and reduced requirement for early season spraying.
[0156] Emission intensity is average emission rate of a given pollutant from a given source relative to the intensity of a specific activity. As a specific example carbon intensity is the amount of carbon (often expressed in terms of grams of CO.sub.2) released during the production of energy (expressed in mega joules).
[0157] Fallow refers to the agricultural practice of leaving agricultural land barren of crops or vegetation for one or more growing seasons following a period when the land has been intensively farmed. The goal of a fallow is to improve the likelihood of a better yielding crop in the subsequent season. A fallow season affords the farmer the opportunity to address weed issues in the field. Weeds may be allowed to grow in the fallow field and then be eradicated either by physical means or by herbicide treatment. This can be repeated several times during the course of a single fallow season and thus depletion of the weed seed bank can be achieved more effectively than by use of pre-seed, in-crop and postharvest measures. Fallow periods can also benefit the soil by allowing it to accumulate moisture to replace that which was depleted by the previous crop. During fallow, organic material from plant residues and roots of previous crops can be broken down more thoroughly, further benefitting the soil by improving its structure and nutrient content. Fallow periods also allow the soil microbiome and other soil organisms to replenish their numbers, while the break from crop production may also allow for depletion of specific plant pathogens that rely on crop species as a host. While it is understood by those in the art that fallow periods built into a crop rotation may have considerable benefit to the health and yields of subsequent and future crops, it is also understood that in the immediate term, the fallow field does not offer the farmer an opportunity for economic return from cash crops. By contrast, cultivation of Brassica carinata as a cover crop in place of fallow can provide many of the soil and rotational benefits described above but with the additional benefits of providing the farmer with the possibility of significant economic return from the harvest of the valuable oilseed grain. Cultivation of Brassica carinata as a cover crop in place of fallow also benefits the environment by providing a feedstock for low carbon intensity biofuel production as well as by affording the opportunity to offset lifecycle GHG emissions by the capture and transfer of considerable amounts of carbon to the soil.
[0158] Feedstock, as utilized herein, refers to oils derived from crushing of the oilseed and subjected to a cursory purification to render them as suitable and sufficient primary raw material for the production of biofuels through specified methods.
[0159] Fertilizers (inorganic fertilizers, chemical fertilizers, mineral fertilizers) are manufactured nutrients added to soil by the farmer/producer to supplement existing soil-based nutrients with the goal of optimizing the growth, yield and performance of cultivated plants and crops. Nitrogen (N), phosphorus (P) and potassium (K) are the major elemental macronutrient constituents of fertilizers. The chemical constituents commonly used as chemical fertilizers include, but are not limited to: [0160] Nitrogen fertilizers: ammonia (NH.sub.3), sodium nitrate (NaNO.sub.3), ammonium nitrate (NH.sub.4NO.sub.3), calcium ammonium nitrate (Ca(NO.sub.3).sub.2NH.sub.4NO.sub.3), monoammonium phosphate or MAP (NH.sub.4H.sub.2PO.sub.4), diammonium phosphate or DAP ((NH.sub.4).sub.2HPO.sub.4), and urea (CO(NH.sub.2).sub.2). [0161] Phosphorus fertilizers: phosphorus pentoxide (P.sub.2O.sub.5), superphosphate or OSP (monocalcium phosphate or Ca(H.sub.2PO.sub.4).sub.2), rock phosphate, MAP and DAP [0162] Potassium fertilizers: potash, potassium oxide (K.sub.2O), potassium chloride (KCl), potassium nitrate (KNO.sub.3), potassium sulfate (K.sub.2SO.sub.4), mono-potassium phosphate (KH.sub.2PO.sub.4), and di-potassium phosphate (K.sub.2HPO.sub.4).
While the chemical forms of N, P and K in fertilizers may vary, in order to allow comparisons between fertilizers containing different forms of the three elements, the proportions are standardized as follows: nitrogen content is expressed in terms of elemental nitrogen, phosphorous content is expressed in terms of P.sub.2O.sub.5 equivalent, and potassium content is expressed in terms of K.sub.2O equivalent. Conversion factors allow for the weights of different mineral forms to be converted to the appropriate standard weight. Testing of soil for preexisting nutrient content prior to seeding is the most reliable way to determine optimal levels of fertilizer application. Overapplication of fertilizer at levels beyond what is required based on crop requirements and soil nutrient content is not advisable for several reasons. Often, the additional expense incurred by application of excess fertilizer does not translate to increased crop yield to cover the expense. As well, excess nutrients can have deleterious effects on crop growth. For example, excessive nitrogen after bolting of Brassica oilseed crops can result in overgrowth of foliage at the expense of flowering and seed set. Moreover, excess nitrogen-based fertilizer can be released from soil either as material leached in the water table and subsequently into water courses or through direct volatilization. This leached- and/or volatilized material can be converted through an indirect process to N.sub.2O (see below) and thus contribute to GHG emissions. Excess nitrogen and phosphate fertilizers leached from the soil into the water table can enter bodies of fresh water (lakes and rivers) and reach levels sufficient or cause eutrophication and deoxygenation, resulting in damage to the aquatic environment.
[0163] Grain, in reference to Brassica carinata, refers to the seed harvested at maturity and sold as a source of oil and meal products.
[0164] Greenhouse gases (GHG) are the subset of gaseous byproducts emitted through anthropogenic sources, such as from combustion of hydrocarbon fuels or by release of volatile components of hydrocarbon-containing products, that act to increase global warming by contributing to atmospheric entrapment of radiant solar energy. The major greenhouse gases are CO.sub.2 (carbon dioxide), CH.sub.4 (methane), N.sub.2O (nitrous oxide) and CFC (chloroflourocarbons). Emissions of CFC's, a class of compounds used in aerosol propellants and refrigerants, are generally a result of their direct release. N.sub.2O emission can occur via combustion of hydrocarbon fuels as well as by release from applied fertilizer. The most important GHG are CO.sub.2, CH.sub.4 and N.sub.2O. GHGs are ranked in terms of their global warming potential (GWP), or ability to stimulate global warming on a concentration basis. If compared in terms of their relative contribution to global warming (global warming potential) on a per weight basis, N.sub.2O is 265 times more potent than CO.sub.2 and CH.sub.4 is 28 times more potent than CO.sub.2 (Values taken from the IPCC Fifth Assessment Report: IPCC, 2014: Climate Change 2014: Synthesis Report. Contribution of Working Groups I, II and III to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change [Core Writing Team, R. K. Pachauri and L. A. Meyer (eds.)]. IPCC, Geneva, Switzerland, 151 pp). Based on the aforementioned relative potencies, GHG emission is often expressed in terms of CO.sub.2 equivalent emission (combining and normalizing the effects of the three GHGs released during energy production relative to CO.sub.2). GHG emissions and their effects on global warming are usually linked to combustion of fossil fuels but GHG can also be released by burning of biomass-based fuels. In the latter case, the GHG emission is offset by the CO.sub.2 that is assimilated by plants and crops via photosynthesis.
[0165] Harvest or harvesting, as used herein, refers to the act of collecting the portion of a plant that has matured sufficiently over the course of a growing season and that has value as a source of food, feed, fibre, feedstock, structural material or as a propagule for the plant itself. Carinata is harvested, for example, by mechanical harvesting, ideally when seed maturity is reached (seed, pods and stalks turn from green to yellow, seed moisture is 9.5% or less). Carinata can be combine harvested by straight cutting or, if need be can be swathed at an early stage, allowed to dry naturally or with the aid of a desiccant, then the dried swath can be combined. Canola, which has a higher tendency to lean over (Lodge) when mature, is often swathed prior to combining. Swathing mean cutting the canola near the base of the plant and allowing the plant to lie flat in field for several days to allow the grain to reach the appropriate dryness. Once dry, the swath is then harvested by combining. Another variation is called pushing, which is similar to swathing except the plant is physically pushed over on its side and allowed to dry for several days prior to it being combine harvesting. For all of these variations in harvesting, the common final stage is combine harvesting. However, since carinata has a much sturdier stalk than canola, the preferred method for harvest of carinata is direct combining at maturity, rather than swathing or pushing followed by combining. Direct combining allows harvest by a single pass through the rows in the field. A single-pass harvest produces less CO.sub.2 than a harvest where swathing or pushing is carried out in addition to the combining, because of the reduction in fuel use.
[0166] Harvest Index (Hay, 1995) refers to a measure of the ratio between the weight of grain harvested from a plant at maturity to that of the remaining above-ground plant material which can include stems and branches, remaining associated leaves and the empty seed pods (chaff).
[0167] Land Use Change (LUC): The term Land Use Change, used in an environmental sciences context, refers to changes in the use of land that results in significant changes in stored carbon and concomitant changes in atmospheric CO.sub.2 levels and those of other GHG. Examples where LUC results in increased CO.sub.2 and GHG emissions include clearing of forest to increase arable land available for agricultural production and clearing of grasslands to increase arable land for agricultural production. Examples of LUC leading to reductions in atmospheric CO.sub.2 and GHG levels include allowing previously cultivated land to return to their natural state.
[0168] Land management practices: For the purposes of this application, the term land management practices refers, for a given land use, to those practices or changes in those practices that affect soil carbon, nutrient and water levels and may also alter the levels of atmospheric CO.sub.2 and other GHG. These may include: types of tillage practice and treatment of crop residues, types and amount of fertilizer (or other inputs) used and use of specific crop rotations or fallow seasons. Land management and land input types are found in Table 3 of EC document entitled: COMMISSION DECISION of 10 Jun. 2010 on guidelines for the calculation of land carbon stocks for the purpose of Annex V to Directive 2009/28/EC, including [0169] i. full-tillage: substantial soil disturbance with full inversion and/or frequent (within year) tillage operations. At planting time, little (e.g. <30%) of the surface is covered by residues; [0170] ii. reduced tillage: primary and/or secondary tillage but with reduced soil disturbance (usually shallow and without full soil inversion) and normally leaves surface with >30% coverage by residues at planting; [0171] iii. no till (or no tillage): Direct seeding without primary tillage, with only minimal soil disturbance in the seeding zone. Herbicides are typically used for weed control; [0172] iv. low till (or low tillage): Low residue return occurs when there is due to removal of residues (via collection or burning), frequent bare-fallowing, production of crops yielding low residues (e.g. vegetables, tobacco, cotton), no mineral fertilization or nitrogen-fixing crop; [0173] v. medium till (or medium tillage): Representative for annual cropping with cereals where all crop residues are returned to the field. If residues are removed, then supplemental organic matter (e.g. manure) is added. Also requires mineral fertilization or nitrogen-fixing crop in rotation; [0174] vi. high with manure: Represents significantly higher carbon input over medium carbon input cropping systems due to an additional practice of regular addition of animal manure; and [0175] vii. high without manure: Represents significantly greater crop residue inputs over medium carbon input cropping systems due to additional practices, such as production of high residue yielding crops, use of green manures, cover crops, improved vegetated fallows, irrigation, frequent use of perennial grasses in annual crop rotations, but without manure applied (see row above).
[0176] Legumes (or leguminous crops) are plants of the family Fabaceae (or Leguminosae), which are grown primarily for their grain; dried forms are referred to as pulses. Legumes are also grown as forage. An important characteristic of legume crops are their roots which have uniquely evolved structures known as root nodules that can be colonized by symbiotic, nitrogen fixing rhizobacteria. These symbiotic bacteria confer on legumes the ability to fix atmospheric nitrogen as ammonia, which subsequently is used by the plant in biosynthesis of amino acids and proteins. When the plant dies, the nitrogen stored as protein is returned to the soil and ultimately converted to NO.sub.3, which is then made available to other plants.
[0177] Lifecycle assessment (LCA) is a systematic set of procedures for compiling and examining the inputs and outputs of materials and energy and the associated environmental impacts directly attributable to the functioning of a product or service system throughout its life cycle (ISO 14040.2 Draft: Life Cycle AssessmentPrinciples and Guidelines). LCA is a technique for assessing the potential environmental aspects and potential aspects associated with a product (or service), by compiling an inventory of relevant inputs and outputs, evaluating the potential environmental impacts associated with those inputs and outputs and interpreting the results of the inventory and impact phases in relation to the objectives of the study (ISO 14040.2 Draft: Life Cycle AssessmentPrinciples and Guidelines). Aspects of LCA include: [0178] Functional unit, which defines and delimits what is being studied, the process steps involved, specifies the appropriate inputs and outputs and provides a basis for comparisons between alternative fuels, fuel manufacturing processes or feedstocks. [0179] System boundaries, which define which process(es) should be included in the analysis of a particular system: for transportation fuel, the system boundary most often used is termed well to wheel and comprises all steps from the extraction of the raw material, its processing, transportation, storage, distribution network and final combustion in the vehicle engine. A variant of the well to wheel system is well to tank which comprises all steps of the well to wheel system except for the combustion of the fuel in the vehicle engine. [0180] Allocation methods, which are used to partition the emissions of a process when one or several co-products, along with the main product are produced during a process. A particular example of this is the allocation that occurs in a well-to-tank analysis of biofuels developed from oilseeds up to the point that the oil is extracted from the oilseed. In the BioGrace model employed herein, account is taken of the fact that crushing of the oilseed produces not only oil (the biofuel feedstock) but also a protein rich meal byproduct. Prior to the processing of the oilseed into separate meal and oil fractions, an allocation factor is applied to all process emissions which reflects the proportion of energy associated with the oil portion of the oilseed based on the oil's LHV (lower heating value). After separation of oil and meal fractions all energy usage and emissions are allocated to the oil while the meal contributes no further.
[0181] Low Carbon Intensity biofuel, or low CI biofuel, as used herein, is a biofuel whose production results in lower carbon intensity than that of a corresponding petroleum-based fuel according to one or more renewable fuel regulations. For example, using the values set forth in Table 1 of DeJong et al, a low CI biofuel will have a CI value less than 83.8 g CO.sub.2 eq/MJ in accordance with EU-RED and a low CI biodiesel will have a CI value less than 91.8 g CO.sub.2 eq/MJ in accordance with US RFS.
[0182] Low GHG biofuel, as used herein, is a biofuel whose production results in lower GHG emissions than the production of a corresponding petroleum-based fuel, as determined using one or more LCA models, according to one or more renewable fuel regulations.
[0183] Macronutrients, as used herein, refer to nitrogen (N), phosphorus (P), potassium (K) and sulfur (S). Nitrogen as a major constituent of amino acids, proteins and chlorophyll, contributes primarily to growth of leaves and foliage. Phosphorous, found in DNA/RNA polymers, nucleoside precursors and coenzymes, membrane phospholipids, etc. is required for root and flower formation as well as seed and fruit development and maturation. Potassium is an important regulator of water movement, turgor, flowering and fruiting.
[0184] Manure, as used herein, refers to organic matter, mostly derived from animal feces, which can be used as organic fertilizer in agriculture. Manures contribute to the fertility of the soil by adding organic matter and nutrients, such as nitrogen, that are utilized by bacteria, fungi and other organisms in the soil. Most animal manure consists of feces. A common form of animal manure is farmyard manure (FYM) which may also contain plant material (often straw), which has been used as bedding for animals and has absorbed the feces and urine. Manure from different animals has different qualities and requires different application rates when used as fertilizer. For instance, sheep manure is high in nitrogen and potash, cattle manure is a good source of nitrogen as well as organic carbon. Chicken litter is concentrated in both nitrogen and phosphate.
[0185] Maturity is defined as the stage where pod seed fill has been completed, the pods and the seeds have lost all green coloration and seed moisture is less than 9%. At this point, most, if not all, of the leaves have been lost, the stalks and stems have all turned to yellow, and the plant is considered to be dead.
[0186] Micronutrients: In addition to the major macronutrients (N, P, and K), lesser amounts of secondary macronutrients, including calcium (Ca), magnesium (Mg) and sulfur (S) and trace amounts of micronutrients (such as boron, copper, iron, manganese, zinc) may also contribute to optimal plant growth and yield.
[0187] N.sub.2O emissions: Managed agricultural soils can release nitrous oxide (N.sub.2O), a potent greenhouse gas 265 times more active than CO.sub.2. The nitrous oxide can be released directly or indirectly. Direct nitrous oxide emissions can ensue through Nitrification and denitrification of soil nitrogen by microorganisms. The soil nitrogen can originate from application of synthetic N fertilizers (urea, ammonia or nitrate based), application of organic fertilizer (mulches, manure), natural animal or poultry wastes (dung/urine), decomposition of plant/crop residues, ongoing mineralization/demineralization of soil organic matter. Indirect nitrous oxide emissions result from a multistep process. The first step involves emission of ammonia or nitrate/nitrite (NOx) based gases into the atmosphere. These emissions can arise from a number of sources: direct volatilization of nitrogen containing compounds found in synthetic fertilizers, organic fertilizers or animal wastes; burning of plant wastes/crop debris; and burning of fuel for farm machinery. The second step involves the deposition of these atmospheric nitrogen compounds (ammonium, NOx) via rainfall, for example, onto surfaces of soil or bodies of water and the final step involves the subsequent conversion via denitrification/nitrification to N.sub.2O and emission into the atmosphere. A secondary source of ammonium and NOx for indirect emission of nitrous oxide involves the leaching of nitrogen-based fertilizers, organic fertilizers or livestock wastes from the soil into the water table and then to bodies of water, whereupon they can be converted via denitrification/nitrification into N.sub.2O. Formulas for calculation of direct and indirect N.sub.2O emissions from agricultural lands, based in the mass amounts of synthetic fertilizer, organic fertilizer, above and below-ground biomass at harvest, on farm-fuel use as well as degree of soil saturation during the growing season are provided by the BioGrace model (and are based on those described in IPCC 2006, 2006 IPCC Guidelines for National Greenhouse Gas Inventories, Prepared by the National Greenhouse Gas Inventories Programme, Eggleston H. S., Buendia L., Miwa K., Ngara T. and Tanabe K. (eds). Published: IGES, Japan.)
[0188] Seed pods are the specialized structures that contain the seed during its development and maturation into grain. Seed pods serve as the seeds protection from the external environment and provide the energy and nutrients for seed development. When the seed reaches full maturity, the seed pod becomes dry and brittle and having lost all its chlorophyll assumes a yellow coloration. At this time as well the seed pod becomes susceptible to dehiscence, the physical opening of the structure, allowing release of the mature seed (Grain).
[0189] Sequential crop production is the practice of growing two or more crops sequentially on the same piece of land in a farming year and enables farmers to extend use of the land into a season, i.e., winter where crops are not normally cultivated. This allows the farmer to earn additional income. Sequential crop production does not incur land-use change, since the land is already cleared and used for agricultural production. Moreover, use of a cover crop such as Brassica carinata as a sequential crop allows the farmer to accrue the soil benefits of a fallow period and earn income on the sales of the carinata grain.
[0190] Soil consists of minerals, organic matter, gases, liquids, and various animal and plant organisms. Soil is generated by the interaction, over time, of climate, geological, hydrological and atmospheric forces on the minerals that compose the earth's crust. Given sufficient time, soil will develop layers, or horizons that differ in structure and composition determined by the relative proportions of sand, silt, and clay.
[0191] Soil Carbon: Soil contains organic and inorganic (mineral) forms of carbon. The organic carbon fraction can consist of dead and decaying matter or comprise live plant, insect fungal or microbial matter. A standard Soil organic carbon stock (SOC.sub.ST) value can be estimated based on the known carbon content of region's reference soil type modified by the effect of the regions climate (based on the climate classification scheme described earlier). Table 3 below, adapted from Table 1 of EC document entitled: COMMISSION DECISION of 10 Jun. 2010 on guidelines for the calculation of land carbon stocks for the purpose of Annex V to Directive 2009/28/EC, summarizes estimated SOC.sub.ST values (tonnes of carbon per hectare in the 0 to 0.3 M soil depth layer) for topsoil classes in a given climatic region.
TABLE-US-00003 TABLE 3 Topsoil SOC.sub.ST values for mineral soil types in specific climate zones Soil Organic Carbon content of different soil types (T/ha) High activity Low activity Sandy Spodic Climate type clay soil clay soil soils soils Cold temperate dry 50 33 14 Cold temperate moist 95 85 71 115 Warm temperate dry 38 24 19 warm temperate moist 88 63 34 Tropical dry 38 35 31 Tropical moist 65 47 39
[0192] A Soil Organic Carbon (SOC) value, taking into account factors such as land use, land management, and agricultural inputs can then be calculated for the land under cultivation (SOC=SOC.sub.STF.sub.LUF.sub.MGF.sub.I, where SOC=soil organic carbon measured as mass of carbon per hectare; SOC.sub.ST=standard soil organic carbon in the 0-30 centimeter topsoil layer measured as mass of carbon per hectare and determined as described above; F.sub.LU=land use factor reflecting the difference in soil organic carbon associated with the type of land use compared to the standard soil organic carbon; F.sub.MG=management factor reflecting the difference in soil organic carbon associated with the principle management practice compared to the standard soil organic carbon; F.sub.I=input factor reflecting the difference in soil organic carbon associated with different levels of carbon input to soil compared to the standard soil organic carbon. Table 4, adapted from Table 2 of EC document entitled: COMMISSION DECISION of 10 Jun. 2010 on guidelines for the calculation of land carbon stocks for the purpose of Annex V to Directive 2009/28/EC, provides values for F.sub.LU, F.sub.MG, F.sub.I for crops cultivated in different climate zones under specified land uses, land management practices and input usage levels.
TABLE-US-00004 TABLE 4 Values for F.sub.LU, F.sub.MG and F.sub.I Climate zone Land use Land management Land Inputs F.sub.LU F.sub.MG F.sub.I Cool/Warm cultivated Full tillage Low 0.80 1.00 0.95 Temperate dry Medium 0.80 1.00 1.00 High w/manure 0.80 1.00 1.37 High w/o manure 0.80 1.00 1.04 Medium tillage Low 0.80 1.02 0.95 Medium 0.80 1.02 1.00 High w/manure 0.80 1.02 1.37 High w/o manure 0.80 1.02 1.04 No tillage Low 0.80 1.10 0.95 Medium 0.80 1.10 1.00 High w/manure 0.80 1.10 1.37 High w/o manure 0.80 1.10 1.04 Cool/Warm cultivated Full tillage Low 0.69 1.00 0.92 Temperate Medium 0.69 1.00 1.00 moist High w/manure 0.69 1.00 1.44 High w/o manure 0.69 1.00 1.11 Medium tillage Low 0.69 1.02 0.92 Medium 0.69 1.02 1.00 High w/manure 0.69 1.02 1.44 High w/o manure 0.69 1.02 1.11 No tillage Low 0.69 1.10 0.92 Medium 0.69 1.10 1.00 High w/manure 0.69 1.10 1.44 High w/o manure 0.69 1.10 1.11 Tropical dry cultivated Full tillage Low 0.58 1.00 0.95 Medium 0.58 1.00 1.00 High w/manure 0.58 1.00 1.37 High w/o manure 0.58 1.00 1.04 Medium tillage Low 0.58 1.02 0.95 Medium 0.58 1.02 1.00 High w/manure 0.58 1.02 1.37 High w/o manure 0.58 1.02 1.04 No tillage Low 0.58 1.10 0.95 Medium 0.58 1.10 1.00 High w/manure 0.58 1.10 1.37 High w/o manure 0.58 1.10 1.04 Tropical moist cultivated Full tillage Low 0.48 1.00 0.92 Medium 0.48 1.00 1.00 High w/manure 0.48 1.00 1.44 High w/o manure 0.48 1.00 1.11 Medium tillage Low 0.48 1.02 0.92 Medium 0.48 1.02 1.00 High w/manure 0.48 1.02 1.44 High w/o manure 0.48 1.02 1.11 No tillage Low 0.48 1.10 0.92 Medium 0.48 1.10 1.00 High w/manure 0.48 1.10 1.44 High w/o manure 0.48 1.10 1.11
[0193] If the cultivation methods, land management practices, or inputs associated with a particular agricultural land base have changed, and it is desired to know the consequence of the change(s) on the carbon stocks, then one could similarly calculate SOC values for the reference scenario (SOC.sub.R) as well as for the actual Scenario (SOC.sub.A) and use the values to calculate Soil Carbon Accumulation (E.sub.sca) using the formula E.sub.sca=(SOC.sub.RSOC.sub.A)*3.664/20 years, or the tonnes of carbon (as CO.sub.2)/year over a 20 year period. If the E.sub.sca value is negative, it represents a loss of soil carbon whereas if positive it represents a net accumulation of soil carbon.
[0194] Soil Classification: Soils are classified based on The World Reference Base for Soil Resources (WRB) which proposed 30 Soil Reference Groups. These 30 reference soil types are distributed among 10 sets as described below. [0195] Set #1 includes all organic soil. Organic soils (Histosols) are those that are unusually rich in organic matter in various stages of decomposition, and where the decomposition rate has been hindered by prolonged exposure to low temperatures and/or wet conditions. The remaining mineral soil groups are each allocated to one of nine sets based on their most particular identifying factors that are key for their formation and differentiation. [0196] SET #2 contains all types of mineral soils that are particularly conditioned by human influences. This set consists of one reference soil group: the ANTHROSOLS. [0197] SET #3 includes mineral soils whose formation is conditioned by the properties of their parent material. The set includes three reference soil groups: ANDOSOLS, which are of volcanic origin and regions; ARENOSOLS, which comprise the sandy soil of desert areas, beaches, inland sand dunes, etc.; and VERTISOLS, heavy clay soils found in swampy marsh regions, river banks and basins. [0198] SET #4 comprises mineral soils whose formation and characteristics are influenced by their topographic/physiographic or hydrological setting. This set comprises four reference soil groups: [0199] The stratified FLUVISOLS found in lowlands and wetland areas; [0200] The non-stratified GLEYSOLS typically found in waterlogged areas; [0201] LEPTOSOLS, shallow soils found in elevated regions usually over rocky substrates; and [0202] REGOSOLS, deeper soils of elevated regions occurring over gravelly substrates. [0203] SET #5 comprises soils that are only moderately developed due to relatively young age and thus are representative of a quite diverse reference soil group: the CAMBISOLS. [0204] SET #6 comprises soils conditioned by climate of sub-humid tropical regions. The six reference soil groups in this set have in common that a long history of dissolution and transport of weathering products has produced deep and genetically mature soils: [0205] PLINTHOSOLS, composed of a mixture of clay and quartz (plinthite); [0206] FERRALSOLS, with very low cation exchange capacity and lacking any weatherable components; [0207] ALISOLS, aluminum rich with high cation exchange capacity; [0208] NITISOLS, deep and red hued soil, high in iron; [0209] ACRISOLS, low fertility soils with high clay content, and containing high concentrations of aluminum; and [0210] LIXISOLS, soils with low fertility, low cation exchange capacity but high base saturation. [0211] SET #7 comprises soils conditioned by climate in arid and semi-arid regions. The five reference soil groups assembled in set #7 are: [0212] SOLONCHAKS, with a high content of soluble salts, [0213] SOLONETZ, with a high percentage of adsorbed sodium ions, [0214] GYPSISOLS, with a horizon of secondary gypsum enrichment, [0215] DURISOLS, with a layer or nodules of soil material that is cemented by silica, and [0216] CALCISOLS, with secondary carbonate enrichment. [0217] SET #8 comprises soils that occur in the steppe zone between the dry climates and the humid Temperate Zone and includes three Reference Soil Groups: [0218] CHERNOZEMS, with deep, very dark surface soils and carbonate enrichment in the subsoil, [0219] KASTANOZEMS with less deep, brownish surface soils and carbonate and/or gypsum accumulation at some depth (these soils occur in the driest parts of the steppe zone), and [0220] PHAEOZEMS, the dusky red soils of prairie regions with high base saturation but no visible signs of secondary carbonate accumulation. [0221] SET #9 holds the brownish and greyish soils of humid temperate regions and contains five Reference Soil Groups: [0222] acid PODZOLS with a bleached eluviation horizon over an accumulation horizon of organic matter with aluminum and/or iron, [0223] PLANOSOLS with a bleached topsoil over dense, slowly permeable subsoil, [0224] base-poor ALBELUVISOLS with a bleached eluviation horizon tonguing into a clay-enriched subsurface horizon, [0225] base-rich LUVISOLS with a distinct clay accumulation horizon, and [0226] UMBRISOLS with a thick, dark, acid surface horizon that is rich in organic matter. [0227] SET #10 holds the soils of permafrost regions and are included in one Reference Soil Group: the CRYOSOLS.
[0228] In the EU commission decision of Jun. 10, 2010, on guidelines for the calculation of land carbon stocks for the purpose of Annex V to Directive 2009/28/EC (http://eur-lex.europa.eu/legalcontent/EN/TXT/?uri=uriserv %3AOJ.L_0.2010.151.01.0019.01.ENG) the 30 reference soil groups were further grouped among 6 major categories of soil types, including sandy soils (arenosols), wetland soils (gleysols), volcanic soils (andosols), spodic soils (podzol), low activity clay soils (with low cation exchange capacity or CEC) and high activity clay soils (with high CEC).
[0229] Straw is defined as all above-ground plant parts (excluding the grain) that are collected by the harvesting and combining process and then having been separated from the grain, are then deposited back onto the field.
[0230] Stubble is defined as the post-harvest residue left in the field that comprises the material below the point of cutting by the combine harvester, and that which is not collected for subsequent grain threshing and winnowing operations. In low till or no till soil management paradigms, most or all of the stubble remains on the field when seeding of the following crop is carried out. This necessitates specialized seeding equipment, which can open an unimpeded path to the soil allowing good seed to soil contact in the midst of the stubble. This is particularly important in situations where the stubble might be especially dense, as in stubble from a previous corn crop, for example.
[0231] Variety refers to the botanical taxonomic designation whereby variety is ranked below species or subspecies, as well as the legal definition whereby the term variety refers to a commercial plant cultivar that is protected under the terms outlined in the International Convention for the Protection of New Varieties of Plants, an international treaty administered by UPOV. The term variety (under UPOV) describes a new, physically distinctive, uniform and stable plant cultivar developed by a plant breeder. The latter definition accords certain rights of protection and ownership among the nations that are signatory to the treaty, to the plant breeder, of the legal variety as long as the four aforementioned criteria are fulfilled.
DETAILED DESCRIPTION
[0232] Carbon emissions due to agronomic practices and land use change can contribute to the overall Carbon Intensity of a biofuel pathway. The present invention recites the use of Brassica carinata as a dedicated biofuel feedstock crop as well as reciting associated climate zones and crop rotations used in cultivation as well as associated agronomic practices to reduce carbon emissions during its elevation as much as possible, even to the extent that net carbon flux during cultivation and harvest favors a net decrease in atmospheric CO.sub.2 levels (i.e., a negative carbon intensity).
[0233] The present invention describes the production of Brassica carinata, a crop whose cultivation has not been previously demonstrated to provide utility for production feedstock which can be used to produced low carbon intensity biofuels. Brassica carinata, due to its unique growing habit and its ability to resist frost, drought and heat, offers these advantages that were previously unknown. In this invention, and the examples and description herein, the practical utility of Brassica carinata as a rotation option in a number of cropping scenarios in a multitude of production practices has been demonstrated as working examples. Examples are provided whereby under optimal conditions, a net negative overall carbon intensity for production of feedstock oil and meal can be achieved that can offset carbon intensity incurred during biofuel manufacturing and distribution and results in return of a substantial amount of carbon per hectare per year to soil.
[0234] Brassica carinata has a unique growth habit amongst the oilseed Brassicaceae, producing a mature plant that is more highly branched than other Brassica oil seed species (Gesch et al., 2015). Comparing biomass between current commercial Brassica napus and Brassica carinata varieties, above-ground biomass accumulation was found to be 1.8 to 2-fold higher per unit area for Brassica carinata varieties relative to the advanced commercial Brassica napus varieties. In the case of Brassica carinata, yields of grain approach those of the most advanced canola type Brassica napus varieties while producing almost double the amount of above-ground biomass (Gesch et al., 2015).
[0235] Brassica carinata's deep and extensive tap root system can extend as far as 60-90 cm below the soil surface with more than 50% of the root mass in the top 30 cm (for example see Seepaul et al., 2016). The taproots can penetrate through compacted soil layers, improving soil structure in the process. They can take up minerals and nutrients that might normally leech into the water table and make those nutrients available to subsequent crops that follow in the rotation. The roots also comprise a significant proportion of the plant's total biomassas much as 20-25% of the plant's above-ground biomass as measured at maturity (Gan et al., 2009a)and account for an additional sink of carbon to be returned to the soil subsequent to harvest. The roots not only constitute a carbon sink, but also serve as a conduit whereby carbon-containing molecules can also be secreted into the environment at the root-soil interface. Carbon release by living root tissue, also known as rhizo-deposition, takes place during the growth and maturation of plants and encompasses three sources for deposition of carbon into the surrounding soil: carbon originating from sloughed root border cells, carbon originating from secreted mucilage, and carbon from small molecules that are exuded from root cells, the latter representing an important source of rhizo-deposited carbon (Nguyen, 2003). Estimates have been made of rhizo-deposited carbon by Brassica napus of almost 350 kg/ha in a single growing season (Gan et al., 2009b).
[0236] The carbon content of Brassica carinata has been estimated at between 45% to 47% of the dry weight of its biomass (Gasol et al., 2007, Duca et al., 2015) and thus constitutes a significant sink of carbon accumulated both above-ground and below-ground during the growing season. At maturity, carinata grain is typically harvested by combining, which cuts and collects the above-ground plant material consisting of stems and branches where the seed pods are found. The seed pods are threshed, and the grain is collected while all the remaining material, including the now empty pods, stalks, branches and stems (collectively referred to as the plant straw) is returned to the field which, along with the remaining plant stubble, can now potentially contribute to soil carbon levels via breakdown of the residues by soil borne bacterial, fungus and mold.
[0237] If one examines the pathways for production of crop-based biofuels, the most scope for reducing the carbon intensity lies in the production of the feedstock and, in particular, at the crop production phase. Given that crops assimilate more CO.sub.2 than they release over their life time it should be possible, with some modification to cultivation methods, to introduce a negative carbon intensity in this phase of the pathway, which would have the effect of decreasing the pathway's overall carbon intensity.
[0238] There can be considerable scope for mitigation of the CO.sub.2 and GHG released during the crop's cultivation, harvest, storage, shipping and processing. For example, reduction of inputs, particularly inorganic nitrogen fertilizer, can have a significant effect on carbon-based emissions, both by reducing emissions associated with manufacturing of the fertilizer, and reducing soil nitrogen which, if present in excess of the crops needs, can be released into the atmosphere as nitrous oxide, a GHG that is 265 times more potent than CO.sub.2. While nitrogen is an essential nutrient for most annual crops, its application can be fine-tuned according to the known requirements of the crop and determination of the pre-existing nitrogen levels in the soil. Moreover, leguminous annual crops, which are known to fix atmospheric nitrogen in the soil, can be used in rotations with other non-N fixing crops to reduce the latter's requirements for added N fertilizer.
[0239] Emission of GHG can also occur because of indirect land use change (ILUC). ILUC is a consequence of increased land requirement to accommodate cultivation of new energy and feedstock crops leading to displacement of food crop cultivation. To continue to meet demand for the displaced food crop, new land must be found to replace the land now being used for feedstock production. This may involve clearing of forest or grasslands, resulting in emission of a large amount of previously stable, sequestered CO.sub.2 and other GHG in the process. Crops that can be grown successfully on underused, marginal cropland, as a cover crop or as a replacement for fallow in rotations will have a great advantage as energy or feedstock crops by reducing the potential for ILUC.
[0240] Crop rotation is an important means for reducing GHG emissions due to ILUC by increasing the efficiency of existing land use and reducing the requirement for new agricultural land. Crop rotations also take advantage of beneficial relationships between complementary crop species to improve crop yields and productivity. For example, a following crop that is of a different species than the preceding crop may prevent the long-term establishment or persistence of a disease specific and/or endemic to the preceding crop (i.e., the following crop serves as a break crop). The following crop may also act as an alternative to a fallow cycle and provide the advantages of a cover cropi.e., preventing soil erosion, helping to conserve moisture and allowing for the recycling of essential minerals and nutrients and improving the structure of the soil. Some crops such, as those of the legume species, may fix atmospheric nitrogen in the soil and reduce the requirements for exogenously added nitrogen fertilizer in the following crop(s).
[0241] Crops such as the Brassica species may exude compounds with anti-microbial properties (i.e., glucosinolates) into the soil that may result in protection from plant pathogens for the following crop. Glucosinolates are a unique class of sulfur containing compounds synthesized by the Brassicaceae which, along with their catabolites, have potent anti-mycotic and anti-microbial activity. Synthesis of glucosinolates takes place in a number of plant compartments, including roots and release of glucosinolates and their catabolites in root exudates are believed to contribute to the ability of Brassica oilseed crops to provide an effective disease break when incorporated into crop rotations with cereals. Thus, yields of crops grown in rotation can often out yield crops grown as a monoculture and rotations that incorporate cover crops replacing winter fallow are more productive and sustainable that those relying on fallow. For example, in surveys of data relating to wheat cultivation in Australia, Europe and North America, Angus and co-workers (Angus et al., 2011, Angus et al., 2015) teach that wheat cultivation following that of Brassica napus or Brassica juncea consistently results in increased yield of the following wheat crop compared to wheat following wheat. It is understood by those skilled in the art that these are by example and are not meant to limit the scope of the invention.
[0242] In one aspect, there is provided a means to produce feedstock for the production of low carbon intensity biofuels. In particular, the invention describes methods for use of agricultural practices, including land management practices, to provide a feedstock for the production of low carbon intensity biofuels as consequence of the cultivation of a Brassica carinata oilseed crop in a rotation sequence. Said rotation sequence, which encompasses periods of time when usual cash crops are not grown, has been fortuitously discovered to provide significant advantages when the CI and GHG emissions associated with this cultivation are assessed under various established schemes for CI and GHG assessment.
[0243] For example, cultivation of Brassica carinata in the winter season in tropical and temperate climates has yielded the unexpected result of a good economic yield of Brassica carinata grain. Additionally, cultivation of Brassica carinata in dry land fallow further provides the unexpected result of a successful harvest of Brassica carinata grain that provides a feedstock that is suitable for the manufacturing of advanced low carbon intensity biofuels, such as hydrotreated vegetable oils (HVO), for the production of renewable diesel and jet fuels.
[0244] The present invention also provides agricultural methods, which include rotation strategies and land management practices to reduce fossil fuel inputs and maximize capture of atmospheric carbon during cultivation, to produce Brassica carinata seed for the production of feedstock that can be used for the production of low carbon intensity biofuels and other products. These production practices and rotation strategies have not been previously described, and the low carbon intensity and low GHG profile of the resultant harvest was not evident nor predictable.
[0245] The unique characteristics of Brassica carinata varieties described herein, combined with specific land management practices, seasonal timing of the rotation and the preceding crops of said rotation, allow for production of feedstock to produce low carbon intensity biofuels and other renewable products.
[0246] Use of Brassica carinata oilseed to produce a feedstock to produce low carbon intensity biofuels also provides a plant-based meal or protein source as a by-product following the extraction of the oil. It is noted that the same GHG savings associated with the oil component of the grain is also associated with the meal portion or the byproduct of the oil extraction. Accordingly, the present invention provides a novel low GHG protein-rich feed additive, a product that has utility in the production of livestock in a more environmentally conscious fashion. Hence the present invention describes a low GHG meal product for use as an animal feed additive.
[0247] In some embodiments of the invention, Brassica carinata is shown to be grown in tropical and warm temperature climates as a winter cover crop in rotation with summer crops such as beans, cotton, peanuts, or sesame, where the usual practice had been to follow with winter fallow (Seepaul et al., 2015). This the first example of a Brassica oilseed providing a consistent yield in this geography when planted in early to late November, and is made possible by the unique ability of established carinata to survive and recover after hard frosts where other oilseed Brassicas such as canola could not adequately recover (Seepaul et al., 2015). Oilseeds such as soybean are quite susceptible to frost kill (Hume and Jackson, 1981) and so would not be considered as a possible winter cover in this environment. Benefits of Brassica carinata's use as a winter cover crop in this environment include the ability to conserve winter moisture and nutrients in the soil, to mitigate leaching of nitrogen, phosphates and other residual nutrients into local waterways, and to provide a means to increase soil organic carbon (Newman et al., 2010 (revised)). This introduces a new and viable winter oilseed cropping option to this region where none existed previously, offers benefits in terms of improved soil structure and additional moisture for establishment of crops planted following carinata harvest, and provides conditions for improved yields of the following crops. From a sustainability point of view, growing Brassica carinata as a winter cover may not necessarily displace production of food crops; since the land had been previously agricultural, there are no direct land use change consequences.
[0248] In other embodiments of the invention, Brassica carinata can be grown in semi-arid regions as a summer crop as part of a rotation with summer and winter cereal crops (for example winter and summer wheat). Similarly, Brassica carinata can be cultivated in multiyear rotations in combinations with leguminous crops (such as peas, lentils, peanuts, and soybeans) and cereals (such as corn, wheat, barley, rye, oats, or spelt) in areas with high summer temperatures (July average temperatures of 18-24 C.) and limited total rainfall (less than 200-500 mm annually). In the southern hemisphere, the crop can be sown in late autumn or early winter into moist soil. In higher rainfall zones, it can be sown as late as early spring.
[0249] Brassica crops have long been shown to be beneficial when grown in rotations with cereals such as wheat, an important food crop amenable to production in semiarid regions due to its shorter growing season and tolerance to climate extremes. Rotations with oilseed as well as forage Brassica have consistently demonstrated a beneficial effect on yield of the ensuing cereal crop, due to effects on improving soil structure and moisture conservation and to the ability to provide a break to the cycle of diseases that affect cereal performance (Angus, et al., 2011). The ability to break cereal disease cycles stems from Brassica's lack of susceptibility to many cereal diseases, but may also derive from the ability to actively discourage persistence of soil pathogens via the biofumigant activity of root exudates and residues (Kirkegaard and Sarwar, 1998). Brassica carinata is also amenable to conservation or no-tilling paradigms that allow for additional conservation of soil moisture as well as reducing the release of stable deposits of organic carbon from the disturbed soil layers. Once again in the semiarid environment, practice of the invention would allow for the sustainable production of biofuel feedstock from a non-food crop either as part of a rotation where its cultivation replaces fallow or is carried out on marginal land. In either case, there would be minimal direct or indirect land use change as a consequence of carinata's cultivation in this environment. The sequestering of atmospheric CO.sub.2 as soil organic carbon would further reduce GHG lifecycle emissions with the additional benefit of providing conditions for improved yields of food crops grown in rotation.
[0250] In other embodiments of the invention, Brassica carinata can also be grown as a spring-seeded, fall-harvested crop in northern temperate regions as part of a rotation with summer and winter cereal crops, whereby the Brassica carinata follows harvest of preceding winter cereal replacing a summer fallow and is followed post-harvest by seeding of winter cereal crop. Amenable cereal crops include wheat, barley, rye or oats. As well as the benefits accrued due to replacement of fallow, the additional benefits due to increased overall productivity and reduced direct and indirect land use change means that biofuel produced from second generation (non-fuel) oilseed-based feedstocks, such as carinata oil, may meet the EU's directive that favors second generation feedstocks by allowing for double counting towards their mandatory volumes. Brassica carinata's greater tolerance to early season frost and its ability to better cope with higher heat and lower moisture during flowering and seed set, as well as its resistance to lodging, allows it to better withstand early and late season weather extremes (Seepaul et al., 2015), making it a more reliable oilseed cropping option for producers in semi-arid regions.
[0251] Similarly, Brassica carinata can be cultivated in multiyear rotations in combinations with leguminous crops (such as peas, lentils, peanuts, and soybeans) and cereals (such as corn, wheat, barley, rye, oats, or spelt) in areas with high summer temperatures (July average temperatures of 18-24 C.) and limited total rainfall (less than 200-500 mm annually). In the southern hemisphere, the crop can be sown in late autumn or early winter into moist soil. In higher rainfall zones, it can be sown as late as early spring.
[0252] Thus, Brassica carinata can be cultivated in a number of climates in rotation with a variety of summer or winter cereal, leguminous, or other crops to produce an oilseed that yields both oil feedstock for biofuel manufacturing as well as meal for livestock feed. The raw materials produced from the grain constitute virtually all the mass of the seed with little or no waste produced. The substantial plant residues left after harvest of the grain are returned to the field and contribute in large part of increasing the soil organic carbon and reducing the amount of carbon released as CO.sub.2 to the atmosphere. Increased carbon content of the soil results in better soil structure, moisture retention and improved nutrient balance which improves the growing conditions for subsequent crops. Moreover, in rotations with other crops, carinata can provide a disease break benefiting the following crops productivity. Brassica carinata can also be seeded directly in the stubble left from previous crops. This practice, known as conservation-tillage or no-tillage type agriculture, conserves soil moisture in semi-arid regions, preserves soil structure and reduces the evolution of GHG from fuel use during operation of the tilling equipment. In total, cultivation of carinata provides a feedstock for biofuel production while providing measurable reductions in GHG emission (as measured via various GHG auditing models) across a number of production scenarios and geographies.
[0253] Based on its yield of oil seed, Brassica carinata not only provides a feedstock for the production of potential alternative to fossil fuels but, by enhanced production of biomass, can also provide an efficient mechanism for capturing and returning carbon to the soil. Soils also constitute a potential sink for sequestering of carbon and reduction of emissions into the atmosphere. Of all the environmental pools of carbon, soil is second in size only to the oceans, and comprises an estimated content of more than 2.3 GT of organic carbon (Jobbagy and Jackson, 2000) representing more than 4 times the amount of carbon accumulated in total plant biomass. Moreover, due to factors such as intensive agriculture, deforestation, erosion, etc. actual soil carbon stocks are relatively depleted in relation to their maximal capacity. It is estimated that the incremental capacity for carbon sequestration in soils may exceed 50 to 100 GT (Lal 2008a, Lal 2008b).
[0254] In one aspect of the invention, Brassica carinata is planted into the stubble of a harvested crop, with or without an intervening fallow, such that the preceding crop, which was not itself Brassica carinata, was the last crop to be harvested prior to seeding of the carinata.
[0255] In one embodiment, the preceding crop is a leguminous crop, which may include the following annual crops: beans, peas, lentils, soybeans, peanuts or alfalfa. Legumes are a useful crop choice in rotations due to their ability to fix atmospheric nitrogen, increasing the nitrogen content of the soil. Oilseed crops such as Brassica carinata are notable for requiring significant amounts of nitrogen for maximal yields. As a crop following legumes in rotation, Brassica carinata can utilize the accumulated soil nitrogen, which in turn reduces their requirement for nitrogen-containing fertilizers. It is well known that production of ammonia-based fertilizers using methods such as the Haber process results in significant emission of CO.sub.2, which is a major co-product of the reaction. Moreover, reduction of exogenously added inorganic nitrogen fertilizer may also reduce soil emission of nitrous oxide produced by action of soil borne bacteria and microflora. Nitrous oxide, a potent greenhouse gas, one gram of which being the equivalent of 265 grams of CO.sub.2, also contributes significantly to overall carbon intensity for plant-based biofuel pathways. As a final benefit of carinata following legumes in a rotation, the residue remaining after legume harvest is of a consistency that does not impact good carinata seed-soil contact, resulting in better emergence and establishment of the carinata crop, and allowing for the use and benefits of no-till or reduced-till agriculture.
[0256] To reduce GHG production resulting from application of excess amount of inorganic nitrogen fertilizer, in one embodiment of the invention, the land management practices comprise reducing use of inorganic nitrogen fertilizer compared to a recommended amount of nitrogen fertilizer for Brassica carinata for the growing environment. In some embodiments, the land management practices comprise reducing use of inorganic nitrogen fertilizer to between about 40% to about 100% of the recommended amount of nitrogen fertilizer for Brassica carinata in the growing environment. In some embodiments, the land management practices comprise reducing use of inorganic nitrogen fertilizer to between about 40% to about 90% of the recommended amount of nitrogen fertilizer for Brassica carinata in the growing environment. In still other embodiments, the land management practices comprise reducing use of inorganic nitrogen fertilizer to between about 50% to about 70% of the recommended amount of nitrogen fertilizer for Brassica carinata in the growing environment. Such practices of reducing use of inorganic nitrogen fertilizer would be beneficial, for example, when soil nitrogen levels prior to planting Brassica carinata are found to be high, such as when Brassica carinata is planted following harvest of a leguminous crop or after harvest of a first crop to which high amounts of nitrogen fertilizer had been applied.
[0257] In one embodiment of the invention, a Brassica carinata variety is planted into the stubble of a harvested crop, with or without an intervening fallow, in regions with a climate classified as being of tropical moist according to guidelines established by Directive 2009/28/EC such that all months may be frost free, with temperatures greater than 18 C. in marine areas and while mainly wet, 3-5 months can be drier during winter. In some embodiments, planting of Brassica carinata occurs in fall or winter for harvest in spring or summer. In other embodiments, planting of Brassica carinata occurs in spring or summer for harvest in the fall or winter. In some embodiments, the Brassica carinata variety is chosen from among regionally adapted varieties selected for one or more traits selected from the group consisting of superior yield of oil per area planted, shorter time to maturity, improved frost tolerance, improved disease resistance, or resistance to pod shatter.
[0258] In another embodiment of the invention, Brassica carinata is planted into the stubble of a harvested crop, with or without an intervening fallow, in regions with a climate classified as being of warm temperate, moist characteristic as defined by Directive 2009/28/EC as being of moderate to high humidity year-round, with no singular dry season and with more than 8 months having a temperature of 10 C. or higher. In some embodiments, planting of Brassica carinata occurs in fall or winter for harvest in spring or summer. In other embodiments, planting of Brassica carinata occurs in spring or summer for harvest in the fall or winter. In some embodiments, the Brassica carinata variety is chosen from among regionally adapted varieties selected for one or more traits selected from the group consisting of superior yield of oil per area planted, shorter time to maturity, tolerance to drought, improved disease resistance, or resistance to pod shatter.
[0259] Crop Rotation Scenarios: The present invention can be carried out in a number of different climate zones in which Brassica carinata, when planted in rotation with a first crop, is planted into the stubble of the harvested first crop. The season for planting and harvesting of the Brassica carinata may vary on the geography and crop rotation practices in each region. As described above, crop rotations that include cereals and Brassica oilseeds such as Brassica carinata can be beneficial for cereal yields and quality since, not being infectible or capable as serving as a host, the Brassica oilseed crop can provide a temporal and physical break in the cycle of diseases that affect cereals, thus not permitting those diseases to become persistent. The roots and harvest residues of Brassica carinata contain toxic substances such as glucosinolates that can also actively deter the spread of pathogenic organisms in the soil. [0260] Scenario A: In one embodiment of the present invention, Brassica carinata is planted into the stubble of a harvested crop, with or without an intervening fallow, in regions with a climate classified as being tropical, moist, with planting of Brassica carinata occurring in fall or winter for harvest in spring or early summer. In some embodiments, the harvested crop such a leguminous crop including, but not limited to, beans, pea, peanut, lentil, and soybean. In other embodiments, the harvested crop is a cereal crop including, but not limited to, wheat, barley, rye, oats or corn. In other embodiments, the harvested crop is cotton or sesame. [0261] Scenario B: In one embodiment of the present invention, Brassica carinata is planted into the stubble of a harvested crop, with or without an intervening fallow, in regions with a climate classified as being tropical, moist, whereby planting of Brassica carinata occurs in spring for harvest in summer or fall. In some embodiments, the harvested crop such a leguminous crop including, but not limited to, pea, lentil, and soybean. In other embodiments, the harvested crop is a cereal crop including, but not limited to, wheat, barley, rye, oats or corn. [0262] Scenario C: In one embodiment of the present invention, Brassica carinata is planted into the stubble of a harvested crop, with or without an intervening fallow, in regions with a climate classified as being warm temperate moist, whereby planting of Brassica carinata occurs in fall or winter for harvest in spring or summer. In some embodiments, the harvested crop such a leguminous crop including, but not limited to, pea, lentil, and soybean. [0263] Scenario D: In one embodiment of the present invention, Brassica carinata is planted into the stubble of a harvested crop, with or without an intervening fallow, in regions with a climate classified as being warm temperate moist, whereby planting of Brassica carinata occurs in spring or summer for harvest in the fall. In some embodiments, the harvested crop is a cereal crop including, but not limited to, wheat, barley, rye, oats or corn. [0264] Scenario E: In one embodiment of the present invention, Brassica carinata is planted into the stubble of a harvested cereal crop, with or without an intervening fallow, in regions with a climate classified as being warm temperate dry, whereby planting of Brassica carinata occurs in fall or winter for harvest in spring or summer. In some embodiments, the harvested cereal crop is corn. In other embodiments, the harvested cereal crop is wheat. [0265] Scenario F: In one embodiment of the present invention, Brassica carinata is planted into the stubble of a harvested cereal crop, with or without an intervening fallow, in regions with a climate classified as being as being cool temperate dry, whereby planting of Brassica carinata occurs in spring for harvest in summer or fall. In some embodiments, the harvested cereal crop is corn. In other embodiments, the harvested cereal crop is wheat. [0266] Scenario G: In one embodiment of the present invention, Brassica carinata is planted into the stubble of a harvested cereal crop, with or without an intervening fallow, in regions with a climate classified as being cool temperate moist, whereby planting of Brassica carinata occurs in spring for harvest in fall. In some embodiments, the harvested cereal crop is corn. In other embodiments, the harvested cereal crop is wheat. [0267] Scenario H: In one embodiment of the present invention, Brassica carinata is planted into the stubble of a harvested cereal crop, with or without an intervening fallow, in regions with a climate classified as being as being tropical dry, whereby planting of Brassica carinata occurs in fall or winter for harvest in spring or summer. In some embodiments, the harvested cereal crop is corn. In other embodiments, the harvested cereal crop is wheat.
[0268] In any of the above-described embodiments and crop rotation scenarios, the field may be subjected to reduced (medium) tillage, low tillage, or no tillage prior to seeding. As is known by those skilled in the art, seeding carinata into stubble, particularly cereal stubble, under circumstances whereby no-tillage or low tillage management practices are employed, will entail use of seeding practices and machinery designed to ensure consistent contact at the appropriate depth between the seed and soil surface in said stubble. Those skilled in the art are also aware that snow can further compact the soil and, as described previously, where low-till or no-till land management practices preclude removal of heavy cereal stubble or loosening of compacted topsoil, proper attention must be paid to seeding carinata using appropriate methods and machinery to ensure consistent seed to soil contact at the appropriate soil depth.
[0269] In any of the above-described embodiments and crop rotation scenarios, seeding of Brassica carinata is carried out using a seed drill or similar implement set at a depth of 0.50 cm, 0.63 cm, 1.25 cm, 1.9 cm, 2.5 cm, 3.75 cm, or 5 cm, or any depth therebetween, and at a seeding rate of 3.0 kg seed/ha, 4.0 kg seed/ha, 5.0 kg seed/ha, 5.6 kg seed/ha, 6.7 kg seed/ha, 7.8 kg seed/ha, 9.0 kg seed/ha, 10.1 kg seed/ha, 11.2 kg seed/ha, or any rate therebetween. The spacing rows may be set at 10 cm, 20 cm, 30 cm, 40 cm, 50 cm, or any distance therebetween. As is known by those skilled in the art, as described previously, where low-till or no-till land management practices precludes removal of heavy cereal stubble or loosening of compacted topsoil, proper attention must be paid to seeding carinata using appropriate methods and machinery to ensure consistent seed to soil contact at the appropriate soil depth.
[0270] In any of the above-described embodiments and crop rotation scenarios, inorganic (mineral) fertilizer is applied by top dressing, side dressing, broadcast or by foliar application. In some embodiments, the inorganic (mineral) fertilizer comprises one or more of inorganic nitrogen (N) fertilizer, phosphorus fertilizer, potassium fertilizer, and sulfur fertilizer. In some embodiments of the invention: inorganic nitrogen (N) fertilizer is applied at a rate of 30 kg/ha, 45 kg/ha, 56 kg/ha, 67 kg/ha, 78 kg/ha, 90 kg/ha, 101 kg/ha, 112 kg/ha, 123 kg/ha, 135 kg/ha, 150 kg/ha, 165 kg/ha, or any rate therebetween; phosphorus (P) fertilizer is added at a rate of 22, 34, 45, or 56 kg, or any amount therebetween, of equivalent P.sub.2O.sub.5 per hectare; potassium (K) is added at a rate of 30, 45, 56, 67, 78, 90, 101, or any amount therebetween, of equivalent K.sub.2O per hectare; and sulfur (S) fertilizer is added at a rate of 11 kg/ha, 17 kg/ha, 22 kg/ha, 28 kg/ha, 34 kg/ha, 40 kg/ha, or any rate therebetween. In some embodiments, the inorganic N fertilizer and the S fertilizer are applied in a split dose, one half at planting and the other half prior to flowering, while the P and K fertilizers are applied in a single dose at planting. In loamy soils, where inorganic N fertilizer and the S fertilizer are applied in split dose, one quarter to one third of the inorganic N fertilizer and one third to one half of the S fertilizer are added at planting, with the remainder added at bolting, while the P and K fertilizers are applied in a single dose at planting. In deep sandy soils, the fertilizer can be applied in three doses: at planting or first plant emergence, one-third of the inorganic N fertilize, one-half of the S fertilizer, one-half of the K fertilizer, and all of the P fertilizer is added at planting or first plant emergence; at bolting, one-third of the inorganic N fertilizer and the remaining S and K fertilizers are added; and finally, at early flowering, the remaining N is added at early flowering.
[0271] In any of the above-described embodiments and crop rotation scenarios, manure and/or organic fertilizer can be used to provide some or all of the nitrogen fertilizer required during cultivation of carinata. Manure can be applied by broadcasting, banding, incorporation, or other methods known to one of skill in the art, using a manure spreader, lump spreader, tank wagon, or other suitable equipment known to one of skill in the art. The manure may be one or more of poultry litter, cattle feces, swine feces, or other agricultural waste material rich in nitrogen and other nutrients. As is known by one of skill in the art, the amount of manure applied to the field will depend on the composition of the manure, particularly on the nitrogen content. Typical application rates for manure range from 0.5-10 tonnes/ha, or any application rate therebetween. For example, the manure may be applied at a rate of about 0.5, 1, 1.5, 2, 2.5, 3, 3.5, 4, 4.5, 5, 5.5, 6, 7, 8, 9, or 10 tonnes/ha. When applied at this rate, the manure can provide from about 20% to 100%, or any percentage therebetween, of the nitrogen fertilizer required during cultivation of Brassica carinata. For example, the manure can provide about 20%, 25%, 30%, 35% 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, or 100% of the nitrogen fertilizer required for cultivation of Brassica carinata. In some embodiments, the manure can provide from about 30% to 90%, or any percentage therebetween, of the nitrogen fertilizer required for cultivation of Brassica carinata. In other embodiments, the manure can provide from about 40% to 80%, or any percentage therebetween, of the nitrogen fertilizer required for cultivation of Brassica carinata. In other embodiments, the manure can provide from about 50% to 75%, or any percentage therebetween, of the nitrogen fertilizer required for cultivation of Brassica carinata.
[0272] Based on a conservative estimate of yield for carinata production in US semiarid regions of 2090 kg of grain per hectare (equivalent to 899 kg of oil per ha assuming 43% w/w oil content) by 2022, with nutrient inputs of 45-90 kg/ha of inorganic N fertilizer, 17-34 kg/ha of P fertilizer, 0-11 kg/ha K fertilizer, 3.1 kg/ha of pesticide, and 32.7 L/ha of diesel fuel, and assuming GHG emissions associated with crushing, oil storage and transport, bio-fuel manufacturing, and biofuel distribution were roughly equivalent to that of soybean and camelina, the EPA-estimated GHG aggregate emission reduction in a hypothetical carinata pathway for production of biomass biodiesel or advanced fuels such as HVO would allow a producer to obtain Type 4 or Type 5 RIN credits (EPA-HQ-OAR-2015-0093-; FRL-9926-80-OAR; Notice of Opportunity to Comment on an Analysis of the Greenhouse Gas Emissions Attributable to Production and Transport of Brassica carinata Oil for Use in Biofuel Production. Federal Register, Vol. 80, No. 79, Friday Apr. 24, 2015, p 22996-23003; https://www.gpo.gov/fdsys/pkg/FR-2015-04-24/pdf/2015-09618.pdf). Thus, an aspect of this invention is that carinata represents a non-food, oilseed crop that can be cultivated in semiarid environments to provide an optimal biofuel feedstock and achieve significant reductions in GHG emissions, while improving soil quality which can support improved yield of subsequent food crops.
[0273] When grown under any of above-described embodiments or crop rotations scenarios, B. carinata will sequester from about 0.5 to about 5.0 tonnes of CO.sub.2 per hectare per year, or any amount of CO.sub.2 therebetween, into soil. For example, growth of B. carinata under any of above-described embodiments or crop rotations scenarios will sequester 0.5, 1.0, 1.5, 2.0, 2.5, 3.0, 3.5, 4.0, 4.5 or 5.0 tonnes of CO.sub.2 per hectare per year, or any amount of CO.sub.2 therebetween, into the soil.
[0274] Feedstock produced from the B. carinata grain harvested from B. carinata under any of above-described embodiments or crop rotations scenarios can be used to produce a low carbon intensity (low CI) biofuel, such as biodiesel or jet fuel. In some embodiments, the low CI biofuel has a carbon intensity value that is reduced by least 20, 40, 60, 80, 100, 120, 140, 160, 180, 200 or more g CO.sub.2eq/MJ energy produced relative to the carbon intensity value of a corresponding conventional fuel produced from fossil fuel feedstock. In other embodiments, the low carbon intensity biofuel has a carbon intensity value that is reduced by about 50 to about 200 g CO.sub.2eq/MJ energy produced, or any amount therebetween, relative to the carbon intensity value of a corresponding fuel produced from a fossil fuel feedstock. In other embodiments, the low carbon intensity biofuel has a carbon intensity value that is reduced by about 75 to about 200 g CO.sub.2eq/MJ energy produced, or any amount therebetween, relative to the carbon intensity value of a corresponding fuel produced from a fossil fuel feedstock. In other embodiments, the low carbon intensity biofuel has a carbon intensity value that is reduced by 100-200 g CO.sub.2eq/MJ energy produced, or any amount therebetween, relative to the carbon intensity of a corresponding fuel production a from fossil fuel feedstock.
[0275] Similarly, growth of B. carinata under any of above-described embodiments or crop rotations scenarios will reduce GHG Lifecycle emissions by about 60-400%, or any percentage therebetween, when used for production of green (renewable) diesel and when measured relative to GHG production during the refining and production of conventional diesel from fossil fuel feedstock. For example, growth of B. carinata under any of above-described embodiments or crop rotations scenarios will reduce GHG Lifecycle emissions by about 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 100%, 125%, 150%, 175%, 200%, 225%, 250%, 275%, 300%, 325%. 350%, 375%, or 400% when used for production of green (renewable) diesel and when measured relative to GHG production during the refining and production of conventional diesel from fossil fuel feedstock. In some embodiments or crop rotations scenarios, growth of B. carinata will reduce GHG Lifecycle emissions by about 75-300%, or any percentage therebetween, when used for production of green (renewable) diesel and when measured relative to GHG production during the refining and production of conventional diesel from fossil fuel feedstock. In some embodiments or crop rotations scenarios, growth of B. carinata will reduce GHG Lifecycle emissions by about 90-250%, or any percentage therebetween, when used for production of green (renewable) diesel and when measured relative to GHG production during the refining and production of conventional diesel from fossil fuel feedstock.
Examples
Example 1: Brassica carinata Sequentially Grown as Winter Cover Following Peanut in Rotation
[0276] This example demonstrates the cultivation of Brassica carinata as cover crop in the tropical moist climate zone for production of feedstock for low carbon intensity biofuel manufacturing and protein rich meal for livestock feed applications. As an example of cultivation in this zone, Brassica carinata was cultivated sequentially during winter 2015-2016 as a winter cover crop, replacing fallow, on two farms in the SE USA (North Florida). Farm One was located near Jay, Fl. and Farm 2 was located near Altha, Fl. The previous crop cultivated on both farms was peanut, a leguminous crop species.
[0277] Table 5 summarizes how the cultivation of the carinata crop was carried out on each farm. Both farms were located in the northern part of Florida, a region classified as Tropical Moist as described above and in Table 2. The soil in region of North Florida where both farms are situated has been classified as acrisol, which belongs to SET #6 of the Soil Classifications in the Definitions above.
[0278] The fields were prepared for seeding using a no-till management approach. Seeding was carried out using Brassica carinata AAC-A120 at rates and seeding depth within the optimal ranges suggested in the Agrisoma 2015 Growers Guide for the region (https://agrisoma.com/ckfinder/userfiles/files/2017_18_SE_Handbook.pdf). The inputs used in both farms (listed in Table 5) also fall within the suggested ranges provided in the grower's manual. In order to most accurately access the totality of GHG emissions associated with the cultivation of carinata, the farm managers recorded the fuel usage of all farm machinery used during the cultivation and harvest of the carinata crops (tabulated in Table 5). All watering was achieved via natural precipitation, thus no supplemental irrigation was required nor used. At maturity, the seed was harvested by straight cutting via combine and virtually all plant materials, aside from the collected grain were returned to the field. Net and per ha yields of harvested carinata grain (at 10% moisture content) from both farms are tabulated in Table 5.
TABLE-US-00005 TABLE 5 Carinata cultivation details (Farm 1 and Farm 2) Units Farm 1 (FL) Farm 2 (FL) Cultivation details Site North Fl. North Fl. Previous Crop Peanuts Peanuts Carinata area ha 23.87 8.09 seeded Seeding rate kg/ha 5.60 4.48 Total seeds kg 133.68 36.25 used Yield kg 46,576.98 13,957.69 Yield/area kg/ha 1,951 1,725 Energy sources used during cultivation Diesel usage MJ ha.sup.1 year.sup.1 928.14 3,704.37 Agro-chemicals N-fertilizer kg N ha.sup.1 year.sup.1 78.4 129.9 (kg N) Manure kg N ha.sup.1 year.sup.1 CaO-fertilizer kg CaO ha.sup.1 year.sup.1 (kg CaO) K.sub.2O-fertiliser kg K.sub.2O ha.sup.1 year.sup.1 78.4 89.6 (kg K.sub.2O) P.sub.2O.sub.5-fertilizer kg P.sub.2O.sub.5 ha.sup.1 year.sup.1 22.4 44.8 (kg P.sub.2O.sub.5) Pesticides kg ha.sup.1 year.sup.1
Example 2: Brassica carinata Sequentially Grown as Winter Cover Following Cereal (Corn) in Tropical Moist Climate (Florida/SE USA)
[0279] This example demonstrates cultivation of Brassica carinata as cover crop in the tropical moist climate zone for production of feedstock for biofuel manufacturing and protein rich meal for livestock feed applications. Brassica carinata was cultivated sequentially during winter 2015-2016 as a winter cover crop, replacing winter fallow, on farms in the SE USA. The previous crop cultivated was corn, an example of a cereal crop species, and in a departure from erstwhile practice, the preceding corn crops' harvest residues were not incorporated by tilling. Table 6 summarizes the details of carinata cultivation, carried out in the tropical moist climate zone as described above and in Table 2. The soils in this region of North Florida are as sandy arenosolic-type (see SET #3 of the Soil Classifications in the Definitions above).
TABLE-US-00006 TABLE 6 Carinata cultivation details Units Data Cultivation details Site FL Previous Crop Corn Seeding rate kg/ha 4 Yield kg/ha 2,114 Yield .sup.(1) MJ/ha 50,229 Energy sources used during cultivation Diesel usage .sup.(2) MJ ha.sup.1 year.sup.1 1,385 Agro chemicals N-fertilizer (kg N) kg N ha.sup.1 year.sup.1 141.1 Manure kg N ha.sup.1 year.sup.1 CaO- fertilizer (kg CaO) kg CaO ha.sup.1 year.sup.1 340.0 K.sub.2O-fertiliser (kg K.sub.2O) kg K.sub.2O ha.sup.1 year.sup.1 89.6 P.sub.2O.sub.5- fertilizer (kg P.sub.2O.sub.5) kg P.sub.2O.sub.5 ha.sup.1 year.sup.1 88.5 Pesticides kg ha.sup.1 year.sup.1 Transport of grain Truck to grain handler km 33.8 .sup.(1) Based on Lower heating Value (LHV) for rapeseed at 0% moisture of 26.4 MJ/kg, taken from: JEC E3-database (version 31 Jul. 2008). .sup.(2) Based on density of 832 kg/m.sup.3, LHV of 43.1 kg/MJ, taken from: JEC E3-database (version 31 Jul. 2008)
[0280] In the above described environment, Brassica carinata was seeded from mid to late November, into the stubble of a previous corn crop, typically at a depth of 1.25-2.5 cm. Two inbred open-pollenated carinata varieties Resonance AAC-A120 (currently provisionally protected by Plant Breeders Rights in Canada, Application number 15-8718) or Avanza 641 (WO 2017/181276A) are currently recommended for this growing environment, the latter variety selected on the basis of regional adaptation high yield, lower glucosinolate content and increased frost tolerance. Seeding rate was adjusted to 4 kg/ha to achieve an optimal plant density in the range of 80-180 plants per m.sup.2. Inputs used were as described in Table 6 and comprised inorganic nitrogen, potassium and phosphorus-based fertilizers in the amounts suggested. Arenosolic soils are moderately acidic, necessitating the addition of dolomitic lime (CaO). Inorganic nitrogen fertilizer was applied at a rate of 141.1 kg/ha, which although higher than typically recommended for carinata, can be justified for sandy soil types in moist tropical environments where nitrogen can be leached away from the root zones tends to leach out of the root zone.
[0281] In order to most accurately access total GHG emissions during cultivation, usage of all motorized farm fuel consumption of all motorized farm used during cultivation and harvest of the carinata crop were recorded. All watering was achieved via precipitation and so no supplemental irrigation was required nor used. Grown as a winter cover crop under shorter daylength conditions, Brassica carinata required slightly more than 5 months to reach maturity, at which point carinata it was harvested by straight cutting via combine. The grain was collected and virtually all plant materials aside from the collected grain were returned to the field. Per ha grain yields (at 10% moisture content) and cumulative fuel usage fuel are tabulated in Table 6.
Example 3: Brassica carinata as Summer Cover Following Legume (Lentil) in Cool Temperate Dry Climate (NT)
[0282] This example demonstrates the cultivation of carinata as a summer cover crop for production of feedstock for biofuel manufacturing and protein rich meal for livestock feed applications. Brassica carinata is cultivated as a summer cover crop, planted into the stubble of a previous lentil crop, in the cool temperate dry climate zone of the Northern Tier US states and southern prairies of Canada. Table 7 summarizes the details of cultivation, carried out in a climatic region classified as cool temperate dry as described above and in Table 2. Examples of such regions include the northern Tier States of the US as well as the southern Prairies of western Canada. Soils in these regions are classed as high activity clay soils (Commission Decision of June 2010 on guidelines for the calculation of land carbon stocks for the purpose of Annex V to Directive 2009/28/EC). Lentils, a leguminous species are an increasingly important crop in these regions and are often grown in rotations comprising cereals such as wheat and/or Brassica oilseeds.
[0283] In the above described environment, Brassica carinata are seeded from mid-April to early May, typically when soil temperature exceeds 4-5 C. into the stubble of a previous lentil crop and at a depth of 1.25-2.5 cm. Two inbred open-pollenated carinata varieties, Resonance AAC-A120 (protected by plant breeders rights in Canada, Application date Apr. 9, 2015 application number 15-8718) and 3A22 (U.S. Provisional Patent Application No. 62/326,111 filed Apr. 22, 2016 and PCT International Application No. PCT/CA2017/050474 filed Apr. 18, 2017) are currently recommended for this growing environment, the latter variety selected on the basis of regional adaptation, high yield, lower glucosinolate content and earlier maturity. Seeding rate is adjusted to achieve a plant density in the range of 80-180 plants per m.sup.2 corresponding to a seeding rate between 5 and 9 kg/ha. Inputs are as described in Table 7 and comprise inorganic nitrogen, potassium and phosphorus-based fertilizers in the amounts suggested. Soil pH in these regions are usually 7.0 or higher and thus dolomitic lime application is not required. While 90 kg/ha of inorganic nitrogen is the recommended dosage, since lentils do increase soil nitrogen levels due to their roots' ability to fix atmospheric nitrogen, it is possible to reduce the amount of added nitrogen accordingly for subsequent crops. Therefore, Table 7 lists two cultivation scenarios that differ only with respect to the amounts of added inorganic nitrogen: one (scenario 1) with the normal recommended dosage and the other (scenario 2) with inorganic nitrogen application halved to take advantage of the nitrogen provided by the preceding lentil crop.
TABLE-US-00007 TABLE 7 Carinata cultivation details Units Scenario 1 Scenario 2 Cultivation details Site Northern Northern Tier tier Previous Crop Lentils Lentils Seeding rate kg/ha 5 5 Yield kg/ha 1,800 1,800 Yield .sup.(1) MJ/ha 42,768 42,768 Energy sources used during cultivation Diesel usage .sup.(2) MJ ha.sup.1 year.sup.1 1000 1000 Agro chemicals N-fertilizer (kg N) kg N ha.sup.1 year.sup.1 90 45 Manure kg N ha.sup.1 year.sup.1 CaO- fertilizer (kg CaO) kg CaO ha.sup.1 year.sup.1 K.sub.2O-fertiliser (kg K.sub.2O) kg K.sub.2O ha.sup.1 year.sup.1 80 80 P.sub.2O.sub.5- fertilizer (kg P.sub.2O.sub.5) kg P.sub.2O.sub.5 ha.sup.1 year.sup.1 40 40 Pesticides kg ha.sup.1 year.sup.1 10 10 Transport of grain Truck to grain handler km 100 100 .sup.(1) Based on Lower heating Value (LHV) for rapeseed at 0% moisture of 26.4 MJ/kg, taken from: JEC E3-database (version 31 Jul. 2008) .sup.(2) Based on density of 832 kg/m.sup.3, LHV of 43.1 kg/MJ, taken from: JEC E3-database (version 31 Jul. 2008)
[0284] In order to most accurately access the totality of GHG emissions associated with the cultivation of the usage of all farm implements and machinery that are used during all stages of the cultivation and harvest of the carinata crops and amounts of diesel fuel used in their operation are recorded. For this purpose, a default value of 1000 MJ/ha of diesel fuel usage is used, which represents a moderately high usage of motorized farm implements. All watering is achieved via natural precipitation and so no supplemental irrigation is required nor used. When grown as a summer cover crop, Brassica carinata usually reaches maturity within 4 months, at which point it is harvested by straight cutting via combine. The grain is collected and virtually all plant materials aside from the collected grain are returned to the field. Net and per ha yields of harvested carinata grain (at 10% moisture content) under both nitrogen usage scenarios are tabulated in Table 7.
Example 4: Brassica carinata Sequentially Grown as Winter Cover Following Legume (Soybean) in Warm Temperate, Moist Climate (Uruguay)
[0285] This example demonstrates the sequential cultivation of Brassica carinata as a winter cover crop, replacing fallow, for production of feedstock for biofuel manufacturing and protein rich meal for livestock feed applications. Brassica carinata was cultivated as a winter cover crop, planted into the stubble of a previous soybean crop, in the warm temperate, moist climate of Uruguay. Table 8 summarizes the details of cultivation, carried out during the winter of 2015, in a climatic region classified as warm temperate moist as described above and in Table 2. Examples of such regions include much of the arable land of Uruguay. Soils in these regions are classed as high activity clay soils (Commission Decision of June 2010 on guidelines for the calculation of land carbon stocks for the purpose of Annex V to Directive 2009/28/EC;). Lentils, a leguminous species are an increasingly important crop in these regions and are often grown in rotations comprising cereals such as wheat and/or Brassica oilseeds.
TABLE-US-00008 TABLE 8 Carinata cultivation details Units Data Cultivation details Site Uruguay Previous Crop Soybean Seeding rate kg/ha 7 Yield kg/ha 2,100 Yield .sup.(1) MJ/ha 49,896 Energy sources used during cultivation Diesel usage .sup.(2) MJ ha.sup.1 year.sup.1 277 Agro chemicals N-fertilizer (kg N) kg N ha.sup.1 year.sup.1 59.7 Manure kg N ha.sup.1 year.sup.1 CaO- fertilizer (kg CaO) kg CaO ha.sup.1 year.sup.1 18.3 K.sub.2O-fertiliser (kg K.sub.2O) kg K.sub.2O ha.sup.1 year.sup.1 67.4 P.sub.2O.sub.5- fertilizer (kg P.sub.2O.sub.5) kg P.sub.2O.sub.5 ha.sup.1 year.sup.1 61.0 Pesticides kg ha.sup.1 year.sup.1 13 Transport of grain Truck to grain handler km 376 .sup.(1) Based on Lower heating Value (LHV) for rapeseed at 0% moisture of 26.4 MJ/kg, taken from: JEC E3-database (version 31 Jul. 2008) .sup.(2) Based on density of 832 kg/m.sup.3, LHV of 43.1 kg/MJ, taken from: JEC E3-database (version 31 Jul. 2008)
[0286] During mid to late May, seventeen farms in Uruguay, comprising over 2400 ha, were seeded sequentially with carinata in the stubble of a previous soybean crop and at a depth of 1.25-2.5 cm. Two inbred open-pollenated carinata varieties, Resonance AAC-A120 (currently provisionally protected by PBR in Canada, application number 15-8718) and Avanza 641 (US plant variety patent application in preparation) were recommended for this growing environment, the latter variety selected on the basis of regional adaptation, high yield, lower glucosinolate content, frost tolerance and earlier maturity. Table 8 tabulates the average values for seeding rate, input levels, and yields across all farms. Seeding rate was adjusted to achieve an optimum plant density, corresponding to an average seeding rate of 7 kg/ha. Inputs are as described in Table 8 and comprise the average of inorganic nitrogen, potassium phosphorus and calcium (lime) based fertilizers used by all farms. Soil pH in these regions are often moderately acidic, as low as pH 5.7 and thus dolomitic lime application was carried out in order to reduce the soil acidity. Based on the results of soil nitrogen analysis, a total seasonal average 59.7 kg/ha of nitrogen was applied. This is lower than the recommended level of applied nitrogen (90 kg/ha) but reflects the levels of preexisting soil nitrogen, likely as a result of the preceding leguminous crop. Table 8 also tabulates the average levels of pesticide (comprising pesticide, herbicide and fungicide) usage across all farms, since the manufacturing of these products consumes energy and thus contributes to GHG emissions, the BioGrace Model determined the level of CO.sub.2eq emissions contributed by these products and combined them into the total emissions for the cultivation phase.
[0287] As previously described, in order to most accurately assess the totality of GHG emissions associated with carinata cultivation, all farm implements and machinery that are used during the cultivation and harvest of the carinata crops and amounts of diesel fuel used in their operation were recorded. The average consumption of diesel fuel across all farms was 277 MJ of fuel per ha of diesel. All watering was achieved via precipitation and so no supplemental irrigation was required nor used. Since it was grown as a winter cover crop under short daylight hour conditions, Brassica carinata reached maturity within 5-6 months, (one to two months longer than required under summer cultivation conditions) at which point carinata was harvested by straight cutting via combine. The grain was collected and virtually all plant materials aside from the collected grain were returned to the field. Net and per ha yields of harvested carinata grain (at 10% moisture content) are tabulated in Table 8.
[0288] Compared to other oilseed crop varieties cultivated in Uruguay, Brassica carinata produces both high yield and high biomass. In a study carried out in Uruguay in 2016, Brassica carinata variety Avanza 641 was seeded under identical conditions in triplicated plots alongside several current varieties of open pollenated and hybrid spring canola-type commercial Brassica napus varieties. The plots were monitored during the course of cultivation for plant density, silique density, above-ground biomass at harvest, grain yield at harvest and harvest index. The data are summarized in Table 9.
TABLE-US-00009 TABLE 9 Yield of grain and biomass for Brassica carinata Avanza 641 grown in parallel with hybrid canola varieties Biomass Grain Yield Material Replicate Plants/m.sup.2 Siliques/m.sup.2 (kg/ha) (kg/ha) B. carinata Avanza 641 1 41.18 9932.35 16544.12 4369.12 B. carinata Avanza 641 2 66.18 13902.94 21691.18 5866.18 B. carinata Avanza 641 3 51.47 10105.88 16617.65 4586.03 B. napus HYOLA 50 1 27.94 5591.18 10000.00 2510.29 B. napus HYOLA 50 2 26.47 5222.06 9117.65 2277.21 B. napus HYOLA 50 3 20.59 7841.18 13676.47 3238.97 B. napus HYOLA 575 CL 1 54.41 7614.71 14044.12 2833.82 B. napus HYOLA 575 CL 2 45.59 5847.06 9411.76 1780.15 B. napus HYOLA 575 CL 3 44.12 5335.29 9044.12 1422.79 B. napus RIVETTE 1 27.94 5182.35 10558.82 2645.59 B. napus RIVETTE 2 25.00 3979.41 7455.88 1732.35 B. napus RIVETTE 3 25.00 4483.82 10529.41 2889.71
[0289] The Least square means (LSM) of the replicates were calculated and comparison of the means using Tukey's test carried out to determine whether any significant differences were observed among the varieties tested (see Table 10). LSM values sharing the same letter for each measurement are not significantly different.
TABLE-US-00010 TABLE 10 Grain yields and biomass accumulation for Brassica carinata Avanza 641 compared to canola hybrids. Yield (kg/ha) Biomass (kg/ha) Silique/m.sup.2 Plants/m.sup.2 Variety LSM Letters LSM Letters LSM Letters LSM Letters Avanza 641 4940 A 18284 A 11314 A 53 A HYOLA 50 2675 B 10931 B 6218 B 48 A HYOLA 575 CL 2012 B 10833 B 6266 B 26 B RIVETTE 2422 B 9515 B 4549 B 25 B
[0290] As can be seen, under the conditions of cultivation employed in these Uruguayan studies, Brassica carinata significantly out yielded even the most current hybrid spring canola varieties. Contributing to this yield advantage were traits such a silique density and plant density both of which were significantly higher for Brassica carinata AVANZA 641. Previous work demonstrated higher above-ground biomass production of spring planted Brassica carinata varieties relative to other Brassica oilseed species in the US Norther Tier (Gesch, et al. 2015). The results presented herein demonstrate that Brassica carinata varieties selected for short daylength winter cultivation also produce significantly higher levels of above-ground biomass than other commercial Brassica oilseed crops, while maintaining high yield potentials. The abundant biomass production, if managed in conjunction with land management practices such as return of harvest residues to the field, conservation tillage, maintaining stubble, can contribute to significant return of plant nutrients and carbon to the soil (see below).
Example 5: Brassica carinata Sequentially Grown as Winter Cover Crop Following Cereal (Wheat) in New South Wales
[0291] This example demonstrates the cultivation of carinata as cover crop in the warm temperate dry and tropical dry climate zones, as typified by the wheat belt of New South Wales of eastern Australia for production of feedstock for biofuel manufacturing and protein rich meal for livestock feed applications. Here, in order to take advantage of the increased moisture that the winter season affords, Brassica oilseeds (predominantly Canola type varieties) are seeded in the fall, winter grown and harvested in spring or early summer after a growing season of up to 5-7 months. In similar fashion, Brassica carinata is sequentially cultivated as a winter cover crop, replacing winter fallow, on farms in a sub-region known to receive relatively high precipitation during winter. The previous crop cultivated is wheat, an example of a cereal crop species, and in a departure from erstwhile practice, the preceding crops' harvest residues are not incorporated by tilling. Table 11 summarizes the details of carinata cultivation, carried out in the warm temperate dry climate zone as described above and in Table 2. Much of the soil in this region is classified as either Luvisol, Vertisol or Calcisol, which are described, respectively, in SET #9, SET #3 and SET #7 in the Soil Classification definitions, above.
[0292] In the above described environment, Brassica carinata is sequentially seeded from mid to late April to late May, into the stubble of a previous wheat crop, typically at a depth of 1.25-2.5 cm. Seeding rate is adjusted to 5 kg/ha to achieve an optimal plant density in the range of 80-180 plants per m.sup.2. Inputs used were as described in Table 11 and comprised inorganic nitrogen-, potassium- and phosphorus-based fertilizers in the amounts suggested. 110 kg/ha of inorganic nitrogen fertilizer was used, which although higher than typically recommended for carinata, can be justified for sandy soil types in moist tropical environments where nitrogen tends to leach out of the root zone.
TABLE-US-00011 TABLE 11 Carinata cultivation details Units Data Cultivation details Site Australia (NSW) Previous Crop Wheat Seeding rate kg/ha 5 Yield kg/ha 2000 Yield .sup.(1) MJ/ha 47520 Energy sources used during cultivation Diesel usage .sup.(2) MJ ha.sup.1 year.sup.1 1000 Agro chemicals N-fertilizer (kg N) kg N ha.sup.1 year.sup.1 110(high)/55 (low) Manure kg N ha.sup.1 year.sup.1 CaO- fertilizer (kg CaO) kg CaO ha.sup.1 year.sup.11 K.sub.2O-fertiliser (kg K.sub.2O) kg K.sub.2O ha.sup.1 year.sup.1 30 P.sub.2O.sub.5- fertilizer (kg P.sub.2O.sub.5) kg P.sub.2O.sub.5 ha.sup.1 year.sup.1 30 Pesticides kg ha.sup.1 year.sup.1 10 Transport of grain Truck to grain handler km 376 .sup.(1) Based on Lower heating Value (LHV) for rapeseed at 0% moisture of 26.4 MJ/kg, taken from: JEC E3-database (version 31 Jul. 2008) .sup.(2) Based on density of 832 kg/m.sup.3, LHV of 43.1 kg/MJ, taken from: JEC E3-database (version 31 Jul. 2008)
Example 6: GHG Reduction for Low CI Biofuel Using Feedstock Produced from Brassica carinata Sequentially Grown as Winter Cover Following Peanut in Rotation
[0293] To calculate the GHG footprint of carinata cultivation in the example of carinata cultivation described in Example 1, the BioGrace v 1.4 model was used (http://www.Biograce.net). The model follows the sustainability criteria of the Renewable Energy Directive (2009/28/EC, RED) which are also stated in the Fuel Quality Directive (2009/30/EC). The calculations in the BioGrace Excel tool follow a Life Cycle Assessment (LCA) perspective to evaluate the GHG emissions of one MJ of fuel. This means that: [0294] The functional unit is the production and use of one MJ of fuel. [0295] All life cycle steps from biomass production to fuel distribution are taken into account (see Table 12) and presented in the calculation sheet within a dedicated module representing one step in the biofuel pathway. For biofuels, the use phase bears no emission of GHG as the CO.sub.2 emitted is biogenic (and the CH.sub.4 emissions occurring when burning a fuel are insignificant). [0296] A module gathers the inputs' consumptions and calculates the emissions of the three main gases contributing to climate change (CO.sub.2, CH.sub.4, and N.sub.2O). Details of each gas' contribution are presented in the last step of the calculation. The sum of all three gases is expressed as equivalent amount of CO.sub.2 (CO.sub.2eq) required to produce the same GHG effect (g CO.sub.2eq/MJ HVO fuel produced). [0297] GHG emissions of each module are then summarized to obtain the GHG emission of the whole pathway.
[0298] For the purposes of this example, however, while the feedstock produced would be used primarily for production of HVO for use as drop in fuel replacement in transport and aviation fuel applications, the BioGrace model is only being used to consider the GHG emissions from the cultivation phase of a carinata based biofuel pathway, including harvest, drying and transport of the grain to a storage location, in order to establish the potential for carinata cultivation to reduce the carbon intensity of an associated fuel pathway under conditions of cultivation where carinata is grown as winter cover replacing fallow and when following Legume (peanut) in a region within the tropical moist climate zone. Nevertheless, in order to estimate GHG emissions consistently and in a way that respected the functional unit, the presumed yield of HVO for the abbreviated pathway was taken to be 0.58 MJ HVO/MJ of carinata seed. The steps in the production of HVO from cultivated Brassica carinata that are within the well to tank system boundary of the BioGrace GHG emissions calculator are shown in
[0299] GHG emission for inputs and fuel used during cultivation could be estimated, based on amounts of inputs or fuels used, by multiplying by appropriate emissions factors, similarly provided in the BioGrace spreadsheet. Emissions derived from fuel used during transport of seed, oil or fuel could be calculated on the basis of similarly provided emission factors for the appropriate fuel type multiplied by distance traveled and fuel efficiency of the particular mode of transport (e.g. rail, road or sea-going vessel).
[0300] Lower heating values, expressed as MJ/kg, and obtained from a table of such values provided with the BioGrace spread sheet, were used to determine the energy contents of the grains, oils, meals at various stages in the pathway and allowed for conversion to MJ per MJ of HVO, respecting the functional unit.
[0301] Diesel used to fuel tractors and farm equipment employed during the cultivation of carinata (for field preparations, seeding, application of inputs and harvesting) as well as electrical energy used for drying of harvested carinata grain also contribute to pathway GHG emissions and these are also accounted for as part of the cultivation phase.
[0302] GHG emission for fuel used during cultivation could be estimated, based on amounts of fuels used, by multiplying by appropriate emissions factors, similarly provided in the BioGrace spreadsheet.
[0303] Manufacturing of inputs used in crop cultivation, such as fertilizers and pesticides, have associated emissions that must be included as part of the lifecycle GHG emissions of the biofuel production pathway; these are estimated based on the amount of input used in the cultivation of the crops and default emission coefficient (g of GHG produced/kg input) available for the relevant input's manufacturing process (JEC E3-database; version 31-7-2008). There is also an additional source of emissions from cultivation that requires accounting, which is a consequence of field emissions of nitrous oxide (N.sub.2O), a greenhouse gas 265 times more potent than CO.sub.2. Such field emissions are further divided in to three additive categories: direct N.sub.2O emissions from the field, indirect N.sub.2O emissions due to leaching and runoff, and indirect N.sub.2O emissions due to NH.sub.3 and NOx volatilization. Field emissions are a consequence of the decomposition or burning of organic matter derived from crop residues as well as a consequence of nitrogen-based fertilizer usage itself and are estimated N.sub.2O emissions module of the BioGrace spreadsheet (as described in the Definitions section of this application).
[0304] Transportation of the grain to collection and storage points maintained by commercial grain handlers was also a potential source of GHG emissions. The nature of the transport, fuel used during transport and distance traveled were all recorded and used to determine the net GHG emissions (Table 12). For the purposes of this example only transportation of grain to local storage is considered.
TABLE-US-00012 TABLE 12 Transportation of grain, oil and fuel Distance Distance Means of Farm 1 Farm 2 transport Fuel (km) (km) Grain to local Truck Diesel 45.05 80.5 Storage Grain from Storage Truck Diesel 800.17 505.44 to port 1 Grain from port 1 Cargo ship Diesel 8423 to port 2 Grain to crushing Truck Diesel 30 plant Oil to Refinery Truck Diesel 1178 HVO to distribution Truck Diesel 150 center HVO to filling Truck Diesel 150 station
[0305] All emissions tabulated during the cultivation drying and transport phase were added to give a total emission value for the cultivation phase (see Table 13 for cultivation phase emissions for Farm 1 and Table 14 for cultivation phase emissions for farm 2). For the cultivation of carinata and subsequent transport of the grain to storage at a local grain handler, an allocation factor is applied to the emissions to account for the fact that the carinata oil fraction comprises 63% of the energy of the seed and is the seed fraction that is uniquely processed into HVO. Thus, up until the point that the oil is processed into HVO, emissions produced are multiplied by the allocation factor.
TABLE-US-00013 TABLE 13 Emissions due to cultivation of carinata (Farm 1 from Example 1) Non-allocated Allocated Allocation results results Total factor All results in g CO.sub.2eq/MJ HVO Cultivation of carinata 61.3% 50.47 30.91 Carinata drying 61.3% 0.99 0.61 Cultivation E.sub.ec 31.5 Transport of grain (truck) 61.3% 0.28 0.17 Transport E.sub.td 0.17
TABLE-US-00014 TABLE 14 Emissions due to cultivation of carinata (Farm 2 from Example 1) Non-allocated Allocated Allocation results results Total factor All results in g CO.sub.2eq/MJ HVO Cultivation of carinata 61.3% 93.66 57.37 Carinata drying 61.3% 0.99 0.61 Cultivation E.sub.ec 58.0 Transport of grain (truck) 61.3% 0.48 0.29 Transport E.sub.td 0.29
[0306] The BioGrace model considers one additional factor in the calculation of net GHG emissioni.e., the anticipated reductions in GHG emissions that may result in the case of improved land management practices being applied in the case of cultivating the bioenergy crop relative to the baseline situation. Emission reduction, termed E.sub.sca, assumes that the improved land management practices result in increased carbon sequestration in the managed land, thus offsetting a portion of the emissions produced during the cultivation, processing and transportation phases of the pathway. In the specific case of carinata cultivated as described herein, additional emission reductions are expected due to the change from full tillage to no tillage and replacement of fallow with a groundcover crop that returns a high proportion of its biomass back to the soil on harvest. The BioGrace model quantifies and assigns an E.sub.sca value in units of tonnes CO.sub.2 returned to soil/ha/year based on these improvements (see E.sub.sca value, Table 15). This is subsequently converted to tonnes of CO.sub.2 returned to soil/MJ of HVO biofuel produced which is then used to reduce the net emissions of the entire pathway (see Tables 16 and 17).
[0307] As can be seen for carinata cultivation on Farm 1, the CO.sub.2 eq emissions per MJ of HVO produced are negative (35.6 tonnes of CO.sub.2eq/MJ of HVO produced) if only considering the cultivation phase of the HVO production pathway, denoting a net reduction of atmospheric GHG levels per unit fuel produced due to the cultivation of carinata under the conditions of cultivation on Farm 1. On Farm 2, the CO.sub.2 eq emissions per MJ of HVO produced are also negative: 17.6 tonnes of CO.sub.2eq/MJ of HVO produced. Factors that contribute to the greater reduction in emissions experienced by Farm 1 include: a) lower usage of inorganic nitrogen fertilizer which contributed to reduced field GHG emissions as well as lifecycle emissions associated with the manufacturing of the nitrogen fertilizer; b) lower fuel use for farm equipment used during cultivation even though number of cultivated hectares was actually higher.
TABLE-US-00015 TABLE 15 Improved land management (farms 1 and 2) Actual land use Reference land use Reference Climate region Tropical moist Tropical moist Paragraph 6.1, Commission decision Soil type Low activity Clay Low activity Clay Paragraph 6.2, Commission decision Soil management no till Full tillage Table 3, Commission decision Input high w/o manure low Table 3, Commission decision SOC.sub.ST 47 tonne C/ha 47 tonne C/ha Table 1, Commission Decision, using climate region and soil type F.sub.LU 0.48 tonne C/ha 0.48 tonne C/ha Table 2, Commission Decision F.sub.MG 1.22 tonne C/ha 1.0 tonne C/ha Table 2, Commission Decision F.sub.I 1.11 tonne C/ha 0.92 tonne C/ha Table 2, Commission Decision SOC.sub.i * 30.6 tonne C/ha 20.8 tonne C/ha E.sub.sca ** 1.79 tonne of CO.sub.2/ha/year * SOC.sub.i = SOC.sub.ST F.sub.LU F.sub.MG F.sub.I ** E.sub.sca = (SOC.sub.A SOC.sub.R) *3.664/20
TABLE-US-00016 TABLE 16 Emissions due to cultivation of carinata (Farm 1 from Example 1) Non-allocated Allocated Allocation results results Total factor All results in g CO.sub.2eq/MJ.sub.HVO Cultivation of 61.3% 50.47 30.91 carinata Carinata drying 61.3% 0.99 0.61 Cultivation E.sub.ec 31.5 Transport of grain 61.3% 0.28 0.17 (truck) Transport E.sub.td 0.17 Bonus or E.sub.sca 100.0% (67.3)* (67.3)* (67.3)* Totals (15.6)* (35.63)* *numbers in parentheses are negative
TABLE-US-00017 TABLE 17 Emissions due to cultivation of carinata (Farm 2 from Example 1) Allocation Non-allocated Allocated factor results results Total Cultivation of 61.3% 93.66 57.37 carinata Carinata drying 61.3% 0.99 0.61 Cultivation E.sub.ec 58.0 Transport of grain 61.3% 0.48 0.29 (truck) Transport E.sub.td 0.29 Bonus or E.sub.sca 100.0% (76.2)* (76.2)* (76.2*) Totals 52.9* (17.64)* *numbers in parentheses are negative
Example 7: GHG Reduction Associated with the Entire HVO Production Pathway Using Carinata to Produce Feedstock when Grown Sequentially as Winter Cover Following Peanut in Rotation
[0308] This example demonstrates the reduction of GHG emission achieved over the entire HVO production pathway by using feedstock from carinata grown sequentially as cover crop in the tropical moist climate zone following cultivation of a leguminous crop (peanut). As described in the previous example, Brassica carinata was cultivated during winter 2015-2016 as a winter cover crop, replacing winter fallow, on two farms in the SE USA. The previous crop cultivated on both farms was peanut, a leguminous crop species. In a departure from common practice, the peanut residue was not incorporated by tilling post-harvest, but instead no-till management used to allow peanut crop residue to remain on the field.
[0309] In order to calculate the GHG footprint of carinata cultivation in these examples, the BioGrace v 1.4 model was used (http://www.Biograce.net), as previously described. Table 18 summarizes the relevant modules of the BioGrace V1.4 module which account for all relevant emission produced by the pathway for HVO biofuel production (well to tank). In the example described herein, and unlike the previous example which only considered cultivation emissions, all sources of emission listed above are considered.
[0310] For the cultivation phase, emissions due to seed and field preparation, direct and indirect emissions due to application of inputs, emissions due to use of farm equipment for seeding, applying inputs, harvesting, etc., emissions derived from energy usage associated with drying of grain and emissions resulting from field release of N.sub.2O are as described in the previous example (Example 6) and are summarized in Tables 13 and 14.
TABLE-US-00018 TABLE 18 Sources of GHG emissions accounted for by BioGrace 1.4 model Cultivation emissions (E.sub.ec) Cultivation of carinata carinata drying Processing emissions (E.sub.p) Oil extraction Oil refining Hydrogenation of carinata oil Transport emissions (E.sub.td) Transport of carinata grain Transport of carinata oil Transport of HVO to depot Transport to filling station Emissions due to Land use change (E.sub.l) Emission reductions (Bonus or E.sub.sca)
[0311] For the processing phases, which include oil extraction and processing into biofuel, the production of hydrotreated vegetable oil (HVO) has been chosen as the most likely end use of the carinata feedstock. In the crushing and oil extraction phase, electricity to run the expeller and crushing line equipment and natural gas boiler steam generation for heating are major sources of GHG emissions that are accounted for in the LCA model. Chemical used in the extraction of the oil from meal (such as hexane) and in the degumming and refining of the extracted oil (such as NaOH and phosphoric acid) also contribute to lifecycle GHG and are accounted for as well. For processing of the oil into HVO, electricity and natural gas steam generation are the major energy sources contributing to GHG emissions, as is the hydrogen used in the hydrotreatment process itself. Typically, default emissions values are used for these processing phases as they are well-established processes that do not vary significantly. Existing default values for rapeseed oil extraction and hydrotreating have been used for the carinata pathway as these are not expected to differ significantly whether applied to rapeseed or carinata. Emissions for the processing phase are summarized in Table 19. While different total amounts of oil are produced and processed, due to the difference in grain yields, since these emissions are normalized to the total amount of HVO produced from each farm's contribution, the normalized processing emissions are equal for each farm's grain output.
TABLE-US-00019 TABLE 19 Emissions due to processing of carinata grain into low carbon intensity biofuel Non-allocated Allocated Allocation results results Total factor All results in g CO.sub.2, eq/MJ.sub.HVO Extraction of oil 61.3% 6.41 3.92 Hydrogenation of veg. 100.0% 9.34 9.34 oil Processing E.sub.p 13.3
[0312] For transport-related emissions, distances traveled between farm gate, nearest grain elevator, crush plant, HVO biofuel refinery and filling station are used to estimate transport fuel requirements. Electrical generation costs at storage facilities are based on feedstock and biofuel amounts that are in turn calculated from grain yields. In this particular example, grain cultivated from farms in Northern Florida and Southern Georgia was transported to one of three collection points and from there then shipped by truck to the Port of Tampa where the grain was pooled and loaded into holds of a sea freight carrier. The grain was transported by sea to Rouen, France and then by truck to Grande Currone for crushing. The vegetable oil was then transported by truck to Antwerp, Belgium for storage and then by truck to a refinery in Donges, France for conversion to fuel by HVO processing. The distances traveled, and fuel used during transport (summarized in Table 20), were used to determine emissions produced during the transport phases for both Farm 1 (Table 21) and Farm 2 (Table 22).
[0313] For the cultivation phase, transport of carinata grain to the crusher, oilseed crushing and oil extraction steps, an allocation factor is applied to the emissions to account for the fact that the carinata oil fraction comprises 63% of the energy of the seed and is the seed fraction that is uniquely processed into HVO. Thus, up until the point that the oil is processed into HVO, emissions are multiplied by the allocation factor (0.63) while in subsequent phases the emissions are considered to be 100% of calculated values.
TABLE-US-00020 TABLE 20 Transportation of grain, oil and fuel Distance Distance Means of Farm Farm transport Fuel 1 (km) 2 (km) Grain to local Storage Truck Diesel 45.05 80.5 Grain from Storage to Truck Diesel 800.17 505.44 port 1 Grain from port 1 to Cargo ship Diesel 8423 port 2 Grain to crushing plant Truck Diesel 15 Oil to Refinery Truck Diesel 1193 HVO to distribution Truck Diesel 150 center HVO to filling station Truck Diesel 150
TABLE-US-00021 TABLE 21 Emissions due to transport (Farm 1) Non-allocated Allocated Allocation results Results Total factor All results in g CO.sub.2, eq/MJ.sub.HVO Transport of grain (truck) 61.3% 0.27 0.17 Transport of grain (truck) 61.3% 4.72 2.89 Transport of grain (sea) 61.3% 6.50 3.98 Transport of carinata oil 100.0% 0.07 0.07 Transport of carinata oil 100.0% 2.91 2.91 Transport of HVO to 100.0% 0.41 0.41 depot Transport to filling 100.0% 0.74 0.74 station Transport E.sub.td 8.3
TABLE-US-00022 TABLE 22 Emissions due to transport (Farm 2) Non-allocated Allocated Allocation results Results Total factor All results in g CO.sub.2, eq/MJ.sub.HVO Transport of carinata 0.48 0.29 grain Transport of carinata 61.3% 2.98 1.83 grain Transport of grain (sea) 61.3% 6.50 3.98 Transport of carinata 61.3% 0.07 0.07 oil Transport of carinata 100.0% 2.91 2.91 oil Transport of HVO to 100.0% 0.41 0.41 depot Transport to filling 100.0% 0.74 0.74 station Transport E.sub.td 8.4
[0314] As described previously, indirect land use change can contribute significantly to GHG emissions of a biofuel pathway and is accounted for in the BioGrace model as a potential source of greenhouse gas (GHG) emissions, which can be added to the aforementioned phases. However, in the carinata cultivation method of the present invention, no indirect land use change occurs since the cultivation of carinata replaces a fallow period in the crop rotation and does not displace any other crop.
[0315] The BioGrace model considers one additional factor in the calculation of net GHG emissioni.e., the anticipated reductions in GHG emissions that may result in the case of improved land management practices being applied for cultivation of the bioenergy crop relative to the baseline situation. Emission reduction, termed E.sub.sca, assumes that the improved land management practices result in increased carbon sequestration, thus offsetting a portion of the emissions produced during the cultivation, processing and transportation phases of the pathway. In the specific case of carinata cultivated as described herein, additional emission reductions are expected due to the change from full tillage to no tillage and replacement of fallow with a cover crop that returns a high proportion of its biomass back to the soil. The BioGrace model quantifies and assigns an E.sub.sca value based on these improvements, which is then subtracted from the net emissions of the entire pathway (Table 23).
TABLE-US-00023 TABLE 23 Sum of emissions associated with pathway (HVO biofuel production from carinata oil) Total All results in g CO.sub.2, eq/MJ.sub.HVO Farm 1 Farm 2 Cultivation E.sub.ec 31.5 58.0 Processing E.sub.p 13.3 13.3 Transport E.sub.td 8.3 8.4 Bonus or E.sub.sca (67.3)* (76.2)* Totals (14.2)* 3.5 *numbers in parentheses are negative
[0316] Table 23 also summarizes the GHG emissions calculated to occur throughout the carinata oil to HVO pathways when carinata was produced on Farm 1 and Farm 2. Since both farms lie within the same soil and climate zones, are in geographical proximity to one another and the crop is being processed identically to the same endpoint, it follows that the processing and transportation phases will be very similar in terms of emissions. As can be seen, the only phase that that shows difference in emissions between the two is the cultivation phase and is reflective of the variation in the practices employed at each farm. These include differences in acres seeded, seeding rate, levels of input (particularly nitrogen based), energy used in cultivation and ultimately crop yield. Nevertheless, as shown in Table 24, the resulting lifecycle GHG emissions for the carinata to HVO pathway of 14.2 gCO.sub.2 eq/MJ (Farm 1) and 3.5 gCO.sub.2 eq/MJ (Farm 2) are both significantly lower than lifecycle emissions associated with the production pathway for petroleum derived diesel, at 83.8 gCO.sub.2eq/MJ (WTT Appendix 1, v3 paragraph 2.1 & 3; Z1), providing between 96 and 117% reductions in GHG emissions with respect to diesel fuel.
TABLE-US-00024 TABLE 24 Carbon Intensity (CI) and GHG Emission reductions relative to fossil fuel benchmark Biodiesel from feedstock Fossil fuel produced from carinata grain (diesel) Farm 1 Farm 2 CI (g CO.sub.2eq/MJ) 83.8* 14.2 3.5 GHG reduction 117% 96% *DeJong et al., 2017
Example 8: Brassica carinata Sequentially Grown after Soybean as a Winter Cover; Effect of Manure Usage on GHG Emissions During Cultivation
[0317] Brassica carinata was cultivated sequentially during winter 2015-2016 as a winter cover crop, replacing fallow, on two farms in the SE USA (Farm A located near Fort Valley, Ga. and Farm B located near Dublin, Ga.). This region falls within a climate zone classified as warm temperate moist, as described above and in Table 2. The soils found in this region of Georgia fall into the general classification of low activity clay soil type (see 2010/335/EU; COMMISSION DECISION of 10 Jun. 2010 on guidelines for the calculation of land carbon stocks for the purpose of Annex V to Directive 2009/28/EC). Fields of both farms were seeded with Brassica carinata Avanza 641 according to procedures outlined in the Agrisoma Growers Guide for the region (https://agrisoma.com/ckfinder/userfiles/files/2017_18_SE_Handbook.pdf); for specific details of cultivation see Table 25. The quantities of fertilizer inputs used in both farms are listed in Table 25 and were based on the results of soil analysis to determine amounts of added nutrients to achieve the recommended ranges suggested in the grower's guide. In the case of Farm A, all nitrogen was applied in the form of inorganic nitrogen fertilizer, while in the case of Farm B, a mixture of inorganic nitrogen fertilizer and manure was employed.
[0318] To accurately access the totality of GHG emissions associated with the cultivation of carinata, the farm managers recorded the fuel usage of all farm machinery used during the cultivation and harvest of the carinata crops (Table 26). All watering at both sites was achieved via combination of natural precipitation as well as supplemental irrigation. At maturity, the seed was harvested by straight cutting via combine and virtually all plant materials, aside from the collected grain, were returned to the field. Yields per unit area of harvested carinata grain (at specified moisture contents) from both farms are tabulated in Table 25.
TABLE-US-00025 TABLE 25 Carinata cultivation details (Farm A and Farm B) Cultivation details Fort Valley, Dublin, Site GA GA Previous Crop Soybean Soybean Carinata area ha 35.64 17.82 seeded Seeding rate kg/ha 4.0 6.0 Yield kg/ha.sup.1 year.sup.1 1912.14 1754.81 Grain Moisture 8.2% 9.3% sources used Energy during cultivation Units Farm A Farm B Diesel usage MJ ha.sup.1 year.sup.1 858.93 862.24 Agro-chemicals N-fertilizer (kg N) kg N ha.sup.1 year.sup.1 110.63 135.39 Manure kg N ha.sup.1 year.sup.1 87.63 CaO- fertilizer kg CaO ha.sup.1 year.sup.1 (kg CaO) K.sub.2O-fertiliser kg K.sub.2O ha.sup.1 year.sup.1 (kg K.sub.2O) P.sub.2O.sub.5- fertilizer kg P.sub.2O.sub.5 ha.sup.1 year.sup.1 (kg P.sub.2O.sub.5) Pesticides kg ha.sup.1 year.sup.1 3.54 4.14
[0319] To calculate the GHG footprint of carinata cultivation with and without the use of manure, the BioGrace v 1.4 model was used (http://www.Biograce.net), as described in Example 6, using the same principles to account for GHG emissions for cultivation inputs and fuel use during cultivation and transport. For the purposes of this example, however, while the feedstock produced would be used primarily for production of HVO for use as drop in fuel replacement in transport and aviation fuel applications, the BioGrace model is only being used to consider the GHG emissions from the cultivation phase of a carinata based biofuel pathway, including harvest, drying and transport of the grain to a storage location, in order to demonstrate the potential for carinata cultivation to reduce the carbon intensity of an associated biofuel fuel pathway under conditions of cultivation where carinata is grown as winter cover replacing fallow on a farm within the warm, temperate moist climate zone as well as allowing assessment of the impact of manure used in the cultivation phase on carbon intensity of the resultant HVO biofuel. Nevertheless, in order to estimate GHG emissions consistently and in a way that respected the functional unit, the presumed yield of HVO for the abbreviated pathway was taken to be 0.58 MJ HVO/MJ of carinata grain harvested. The allocation factor for the first three steps of carinata oil production (cultivation, drying and grain transportation) is 0.613, as described previously.
[0320] All emissions tabulated during the cultivation, drying and transport phase were added to give a total emission value (expressed as carbon intensity) for the cultivation phase (see Table 26 for cultivation phase emissions for Farm A and Farm B). As described previously, for the cultivation, drying and grain transport steps, an allocation factor is applied to the emissions to account for the fact that the carinata oil fraction comprises 63% of the energy of the seed and represents the fraction that is uniquely processed into HVO. Thus, up until the point that the carinata oil is extracted from the grain, the emissions produced are multiplied by said allocation factor, to yield so-called allocated emissions for each of the cultivation, drying and grain transport steps (see Table 27).
TABLE-US-00026 TABLE 26 Emissions due to cultivation of carinata without (Farm A) or with (Farm B) manure use Farm A CO.sub.2eq Farm B CO.sub.2eq emissions emissions Cultivation All values in g CO.sub.2eq/MJ HVO Diesel consumption 2.77 3.07 N fertilizer (inorganic) 23.93 32.31 Manure* NA 0 Pesticides 1.59 1.84 Seeding material 0.11 0.17 N.sub.2O field emissions 34.13 66.48 Cultivation Subtotal 62.52 103.87 Drying of grain 0.70 0.71 Transport of grain 1.26 1.69 *Use of manure will not incur direct emissions due to manufacturing but will lead to indirect emissions (captured in calculation of N.sub.2O field emissions)
TABLE-US-00027 TABLE 27 Emissions due to cultivation of carinata without (Farm A) or with (Farm B) manure use Farm A Farm A Farm B Farm B Non-allocated allocated Non-allocated allocated Allocation emissions emissions emissions emissions factor All values in g CO.sub.2eq/MJ HVO Cultivation 61.3% 62.52 38.29 103.87 63.62 Drying 61.3% 0.70 0.43 0.71 0.43 Transport 61.3% 1.26 0.77 1.69 1.03 Total 39.49 65.08
[0321] The BioGrace model considers one additional factor in the calculation of net GHG emissioni.e., the anticipated reductions in GHG emissions that may result from improved land management practices being applied during cultivation of the bioenergy crop relative to a baseline situation where management practices had not been modified. Emission reduction, termed E.sub.sca, assumes that the improved land management practices result in increased carbon sequestration in the managed land, thus offsetting a portion of the emissions produced during the cultivation, processing and transportation phases of the pathway. In the specific case of carinata cultivated as described herein, additional emission reductions are expected due to the change from medium tillage to reduced tillage, replacement of fallow with a groundcover crop that returns a high proportion of its biomass back to the soil on harvest, as well as the use of manure which also contributes to soil carbon conservation. The BioGrace model quantifies and assigns an E.sub.sca value in units of tonnes CO.sub.2 returned to soil/ha/year based on these improvements (see E.sub.sca values in Table 28 for Farm A and Table 29 for Farm B). This is subsequently converted to tonnes of CO.sub.2 returned to soil/MJ of HVO biofuel produced which serves to reduce the net emissions of the entire pathway.
TABLE-US-00028 TABLE 28 Soil organic carbon changes due to improved land management (Farm A-no manure) Actual land use Reference land use Reference Climate region Warm temperate moist Warm temperate moist Paragraph 6.1, Commission decision Soil type Low activity Clay Low activity Clay Paragraph 6.2, Commission decision Soil management reduced till Full tillage Table 3, Commission decision Input high w/o manure medium Table 3, Commission decision SOC.sub.ST 63 tonne C/ha 63 tonne C/ha Table 1, Commission Decision, using climate region and soil type F.sub.LU 0.69 tonne C/ha 0.69 tonne C/ha Table 2, Commission Decision F.sub.MG 1.08 tonne C/ha 1.0 tonne C/ha Table 2, Commission Decision F.sub.I 1.11 tonne C/ha 1.0 tonne C/ha Table 2, Commission Decision SOC.sub.i * 52.1 tonne C/ha 43.5 tonne C/ha E.sub.sca ** 1.583 tonne of CO.sub.2/ha/year E.sub.sca*** 58.23 g CO.sub.2eq/MJ.sub.HVO * SOC.sub.i = SOC.sub.ST F.sub.LU F.sub.MG F.sub.I ** E.sub.sca = (SOC.sub.A SOC.sub.R) *3.664/20 ***g CO2eq/MJ of HVO produced = tonne of CO.sub.2eq/ha/year (10.sup.6 g/tonne)/MJ of HVO produced/ha/year, where MJ of HVO produced/ha/year = MJ rapeseed produced/ha/year 55.5% (estimated pathway conversion efficiency)
TABLE-US-00029 TABLE 29 Soil organic carbon changes due to Improved land management (Farm B with manure) Actual land use Reference land use Reference Climate region Warm temperate moist Warm temperate moist Paragraph 6.1, Commission decision Soil type Low activity Clay Low activity Clay Paragraph 6.2, Commission decision Soil management Reduced till Full tillage Table 3, Commission decision Input High w/manure Medium Table 3, Commission decision SOC.sub.ST 63 tonne C/ha 63 tonne C/ha Table 1, Commission Decision, using climate region and soil type F.sub.LU 0.69 tonne C/ha 0.69 tonne C/ha Table 2, Commission Decision F.sub.MG 1.44 tonne C/ha 1.0 tonne C/ha Table 2, Commission Decision F.sub.I 1.11 tonne C/ha 1.0 tonne C/ha Table 2, Commission Decision SOC.sub.i * 67.6 tonne C/ha 43.5 tonne C/ha E.sub.sca ** 4.421 tonne of CO.sub.2/ha/year E.sub.sca *** 179.43 g CO.sub.2eq/MJ.sub.HVO * SOC.sub.i = SOC.sub.ST F.sub.LU F.sub.MG F.sub.I ** E.sub.sca = (SOC.sub.A SOC.sub.R) *3.664/20 *** g CO2eq/MJ of HVO produced = tonne of CO.sub.2eq/ha/year (10.sup.6 g/tonne)/MJ of HVO produced/ha/year, where MJ of HVO produced/ha/year = MJ rapeseed produced/ha/year 55.5% (estimated pathway conversion efficiency)
[0322] As can be seen in Table 30, the CO.sub.2eq emissions per MJ of HVO produced during the cultivation, drying and grain shipment phases for both farms are negative (i.e., 18.7 tonnes of CO.sub.2eq/MJ of HVO produced for Farm A and 114.35 tonnes of CO.sub.2eq/MJ of HVO produced for Farm B), indicating that cultivation of carinata under conditions and practices described herein resulted in net reductions of atmospheric CO.sub.2eq, respectively, of, substantially by increasing the levels of soil organic carbon due to net incorporation of carbon containing harvest residues, leaf litter and root material, reducing soil carbon loss by employing reduced tillage and, in the case of Farm B, by improving soil structure and carbon retention by use of manure.
TABLE-US-00030 TABLE 30 Sum of emissions associated with pathway (HVO production from carinata feedstock) without (Farm A) or with (Farm B) manure Farm A emissions Farm B emissions Allocated results Allocated results All results in g CO.sub.2 .sub.eq/MJ.sub.HVO Cultivation 38.29 63.62 Plus Drying 0.43 0.43 Plus Transport 0.77 1.03 Less E.sub.sca (58.23)* (179.43)* Totals (18.74)* (114.35)* *numbers in parentheses are negative
[0323] As can be seen in Table 26, the use of manure in Farm B entails a significant increase in CO.sub.2eq emissions associated with direct and indirect N.sub.2O emissions. Indeed, in considering only the contribution of the cultivation, drying and grain transportation steps, Farm 2 demonstrates 1.65-fold higher level of CO.sub.2 eq emissions over those of Farm A. However, this is more than compensated for by the 2.8-fold increase in yearly soil carbon deposits observed for Farm B over Farm A (see Tables 28 and 29). Thus, in instances where a farmer may wish to cultivate carinata in soils with relatively low fertility (particular as far as nitrogen levels are concerned), it is clearly advantageous for the farmer to employ manure as a substitute for inorganic fertilizers (especially inorganic nitrogen) to achieve required fertility levels and maximal carinata yields, as one can offset and further reduce the levels of GHG emissions due to the beneficial effects of manure application on soil carbon accumulation.
[0324] While the current analysis only considers a portion of the HVO biofuel pathway, it is clear to those skilled in the art, that applying the optimal practices described herein to the cultivation of carinata to produce a feedstock for production of HVO and low carbon intensity biofuels would allow for the significant reductions accrued during the carinata cultivation, drying and grain transport phases to be applied against the emissions generated during the later phases of the pathway (i.e., oil extraction, transport and storage of the feedstock oil, conversion of feedstock to HVO, HVO transport storage and distribution). Indeed, if practices described for Farm B are applied to the HVO production pathway described in Example 7, a net negative carbon intensity for the entire HVO production pathway would readily be achieved. The more negative the carbon intensity for the cultivation, drying and grain transportation phases can be made, the greater the range of transport options for feedstock and HVO may be considered while still minimizing overall GHG emissions of the biofuel pathway.
Example 9: GHG Reduction Potential for Low CI Biofuel Made from Feedstock Produced from Sequential Cultivation of Brassica carinata as Winter Cover Following Cereal (Corn) in Tropical Moist Climate (Florida/SE USA)
[0325] This example demonstrates the reduction of GHG emission achieved during cultivation of carinata sequentially grown as cover crop in the tropical moist climate zone, as exemplified by the production of carinata after cereal in North Florida (described previously in Example 2). As in previous examples, emissions due to cultivation of carinata as a winter cover crop after corn in the tropical moist climate zone were calculated using the BioGrace model, assuming HVO as end product and are summarized in Table 31 as g CO.sub.2eq/MJ of HVO produced. The emissions due to the cultivation and harvest, drying and transport of the grain have been tabulated before and after application of an allocation factor which is used to account for the fact that only the oil portion of the grain contributes to the GHG emissions in this portion of the biofuel pathway. As can be seen, after application of the allocation factor, the total emissions from cultivation, drying and transportation of the grain was found to be 47.9 g CO.sub.2eq/MJ of HVO produced.
TABLE-US-00031 TABLE 31 Emissions due to cultivation of carinata Non-allocated Allocated Allocation results results Total factor All results in g CO.sub.2eq/MJ.sub.HVO Cultivation of carinata 61.3% 77.18 47.32 Carinata drying 61.3% 0.97 0.59 Cultivation E.sub.ec 47.9 Transport of grain (truck) 61.3% 0.20 0.12 Transport E.sub.td 0.12
[0326] Table 32 summarizes the benefits that can accrue because of the adoption of a corn and carinata rotation and the associated improvement of land management practices. The BioGrace model compares soil carbon accumulation before and after application of the new agricultural practice. In the baseline situation, the land is maintained tilled lightly then maintained under fallow conditions while receiving low levels of inputs, whereas in the modified situation, a carinata cover crop is cultivated under no till conditions and high levels of inputs. The net result of this change in practice is significant yearly net contribution of carbon to the existing soil stocks, due to the return of accumulated carbon from plant residues and root material remaining after harvest. The BioGrace model predicts a net increase soil carbon expressed as 1.02 tonnes of CO.sub.2/ha/year due to carinata cultivation under improved land management practices over the baseline. Since the carbon is predominantly plant-derived via photosynthetic fixation of atmospheric CO.sub.2, this represent a net removal of CO.sub.2 from the atmosphere and sequestered in the soil. The net GHG emission reduction can also be expressed relative the amount of HVO produced, 36.59 g CO.sub.2eq/MJ HVO, and this bonus, or E.sub.sca value can be used to offset the GHG emissions that are produced during the entire course of the biofuel pathway. This is shown in Table 33 where the E.sub.sca values are subtracted from the net emission accumulated from cultivation, drying and transport of the grain. As can be seen a net GHG emission of 11.42 g of CO.sub.2eq/J HVO is produced after subtraction of the E.sub.sca factor. Unlike some of the above examples of carinata cultivation, carbon intensity of the pathway comprising the cultivation of carinata as winter fallow after corn in the tropical moist climate zone, drying and transport of harvested grain to collection points remains positive even after subtraction of the E.sub.sca bonus, indicating that net GHG emissions are being released. This is due in part to the high levels of nitrogen used in the cultivation of carinata in this study and associated contribution to field emissions of GHG during the cultivation phase.
[0327] If, however, nitrogen input could be reduced by 50% (i.e., from 141 kg/ha to 70 kg/ha) without significantly impacting carinata yields (low nitrogen utilization), GHG emissions during cultivation phase could be reduced from 47.9 g CO.sub.2eq/MJ HVO to 30.1 g CO.sub.2eq/MJ HVO (Table 33) due to reduced lifecycle emissions associated with the manufacturing of the nitrogen fertilizer as well as reduction of field emissions. When transportation and E.sub.sca are factored in, emissions become negative (6.4 g CO.sub.2eq/MJ HVO) indicating a net reduction of atmospheric CO.sub.2 levels as a result of carinata cultivation, which can be used to offset emissions for other phases of the biofuel pathway. This example illustrates how maximizing the nitrogen use efficiency of carinata cultivation can significantly impact reduction of GHG emissions associated with low CI biofuel manufacturing.
TABLE-US-00032 TABLE 32 Emission reduction due to Improved land management Actual land use Reference land use Reference Climate region Tropical moist Tropical moist Paragraph 6.1, Commission decision Soil type sandy sandy Paragraph 6.2, Commission decision Soil no till reduced till Table 3, Commission decision management Input high w/o manure low Table 3, Commission decision SOC.sub.ST 39 tonne C/ha 39 tonne C/ha Table 1, Commission Decision, using climate region and soil type F.sub.LU 0.48 tonne C/ha 0.48 tonne C/ha Table 2, Commission Decision F.sub.MG 1.22 tonne C/ha 1.15 tonne C/ha Table 2, Commission Decision F.sub.I 1.11 tonne C/ha 0.92 tonne C/ha Table 2, Commission Decision SOC.sub.i * 25.4 tonne C/ha 19.8 tonne C/ha E.sub.sca ** 1.02 tonne of CO.sub.2/ha/year E.sub.sca *** 36.59 g CO.sub.2, .sub.eq/MJ HVO * SOC.sub.i = SOC.sub.ST * F.sub.LU * F.sub.MG * F.sub.I ** E.sub.sca = (SOC.sub.A SOC.sub.R) *3.664/20 *** g CO.sub.2, .sub.eq/MJ of HVO produced = tonne of CO.sub.2, eq/ha/year *(10.sup.6 g/ton)/MJ of HVO produced/ha/year, where MJ of HVO produced/ha/year = MJ rapeseed produced/ha/year *55.5% (estimated pathway conversion efficiency)
TABLE-US-00033 TABLE 33 Emissions due to cultivation of carinata Totals 110 kg/ha 55 kg/ha All results in g CO.sub.2, eq/MJ.sub.HVO inorganic N inorganic N Cultivation E.sub.ec 47.9 30.1 Transport E.sub.td 0.12 0.12 Bonus or E.sub.sca (36.6)* (36.6)* Totals 11.42 (6.4)* *numbers in parentheses are negative
Example 10: GHG Emissions Due to Cultivation of Brassica carinata as Summer Cover Following Legume (Lentil) in Cool Temperate Dry Climate
[0328] This example demonstrates the reduction of GHG emission achieved using carinata as a summer cover crop cultivated for production of feedstock for biofuel manufacturing. As in previous examples, emissions due to cultivation of carinata as a summer cover crop after lentils in the cool temperate, dry climate zone are calculated using the BioGrace model, assuming HVO as end product, as described previously, and summarized in Table 34 (inorganic N usage scenario 1 with 110 kg/ha) and Table 35 (inorganic N usage scenario 2 with 55 kg/ha) as g CO.sub.2eq/MJ of HVO produced. The emissions due to the cultivation and harvest of the grain, drying and transport of the grain are tabulated before and after application of an allocation factor which is used to account for the fact that only the oil portion of the grain is contributing the GHG emissions in this portion of the biofuel pathway. As can be seen by comparing the data in Tables 34 and 35, GHG emissions for drying and transport of the grain are identical for both nitrogen use scenarios but differ substantially for the cultivation phase, with scenario 2 showing much lower emissions predicted by the BioGrace model. This reflects the lower field emissions resulting from lower amounts of nitrogen fertilizer being applied to the crop. Thus, the lower requirement for nitrogen-based fertilizer coupled with the ability to maintain yields is an anticipated benefit of the use of lentils and other leguminous crop species in rotations with carinata and offers additional benefits in the form of significantly reducing emissions of greenhouse gases during cultivation.
TABLE-US-00034 TABLE 34 Emissions due to cultivation of carinata (Scenario 1) Non-allocated Allocated Allocation results Results Total factor All results in g CO.sub.2eq/MJ.sub.HVO Cultivation of carinata 61.3% 61.1 37.4 Carinata drying 61.3% 1.02 0.62 Cultivation E.sub.ec 38.1 Transport of grain (truck) 61.3% 0.61 0.37 Transport E.sub.td 0.37
TABLE-US-00035 TABLE 35 Emissions due to cultivation of carinata (Scenario 2) Non-allocated Allocated Allocation results Results Total factor All results in g CO.sub.2eq/MJ.sub.HVO Cultivation of carinata 61.3% 40.4 24.8 Carinata drying 61.3% 1.02 0.62 Cultivation E.sub.ec 25.4 Transport of grain (truck) 61.3% 0.61 0.37 Transport E.sub.td 0.37
[0329] Table 36 summarizes the benefits that can accrue as a consequence of the adoption of a lentil/carinata rotation and the associated improvement of land management practices. The BioGrace model compares soil carbon accumulation before and after application of the new agricultural practice. In the baseline situation, the land is allowed to remain fallow and received low levels of inputs while in the modified situation, a carinata cover crop is cultivated. While this entails application of more inputs, the net result of the cultivation of carinata is significant yearly net contribution of carbon to the existing soil stocks, due to the return of accumulated carbon from plant residues and root material returned after harvest. The BioGrace model predicts a net increase soil carbon expressed as 0.73 tonnes of CO.sub.2/ha/year due to carinata cultivation, over the baseline. Since the carbon is predominantly plant derived via photosynthetic fixation of atmospheric CO.sub.2, this represent a net removal of CO.sub.2 from the atmosphere and sequestered in the soil. The net GHG emission reduction can also be expressed relative the amount of HVO produced, 30.32 g CO.sub.2eq/MJ HVO, and this bonus of E.sub.sca value can be used to offset the GHG emissions that are produced during the course of the pathway. This is shown in Table 37, where the E.sub.sca values are subtracted from the net emission accumulated from cultivation, drying and transport of the grain. As can be seen in scenario 1 (high nitrogen utilization), a net GHG emission of 8.2 g of CO.sub.2eq/MJ HVO is produced after addition of the E.sub.sca factor; however, in scenario 2 (low nitrogen utilization), a net GHG reduction of 4.5 g CO.sub.2eq/MJ HVO is obtained. This negative carbon intensity can be used to offset emissions that can occur in other phases of the HVO production pathway, such as processing, refining and hydrotreating of the carinata oil, helping to reduce the overall emissions of the pathway. Thus, increasing the nitrogen use efficiency of the cultivation phase and improving the land management practices associated with cultivation can result in increasingly negative carbon intensity for this pathway phase and can significantly reduce overall GHG emissions of the entire biofuel pathway.
TABLE-US-00036 TABLE 36 Improved land management (inorganic nitrogen Scenario 1 and 2) Actual land use Reference land use Reference Climate region Cool temperate dry Cool temperate dry Paragraph 6.1, Commission decision Soil type High activity clay High activity clay Paragraph 6.2, Commission decision Soil management no till no till Table 3, Commission decision Input high w/o manure low Table 3, Commission decision SOC.sub.ST 50 tonne C/ha 50 tonne C/ha Table 1, Commission Decision, using climate region and soil type F.sub.LU 0.8 tonne C/ha 0.8 tonne C/ha Table 2, Commission Decision F.sub.MG 1.1 tonne C/ha 1.1 tonne C/ha Table 2, Commission Decision F.sub.I 1.1 tonne C/ha 0.95 tonne C/ha Table 2, Commission Decision SOC.sub.i * 45.8 tonne C/ha 41.2 tonne C/ha E.sub.sca ** 0.73 tonne of CO.sub.2/ha/year E.sub.sca *** 30.32 g CO.sub.2eq/MJ HVO * SOC.sub.i = SOC.sub.ST F.sub.LU F.sub.MG F.sub.I ** E.sub.sca = (SOC.sub.A SOC.sub.R) 3.664/20 *** g CO.sub.2, eq/MJ of HVO produced = tonne of CO.sub.2, eq/ha/year (10.sup.6 g/ton)/MJ of HVO produced/ha/year, where MJ of HVO produced/ha/year = MJ rapeseed produced/ha/year 55.5% (estimated overall pathway conversion efficiency)
TABLE-US-00037 TABLE 37 Emissions due to cultivation of carinata with high (110 kg/ha) inorganic N and low inorganic N (55 kg/ha) Totals All results in g CO.sub.2eq/MJ.sub.HVO High N Low N Cultivation E.sub.ec 38.1 25.4 Transport E.sub.td 0.37 0.37 Bonus or E.sub.sca (30.32)* (30.32)* Totals 8.2 (4.5)* *numbers in parentheses are negative
Example 11: GHG Emission Reduction Due to Sequential Cultivation of Brassica carinata as Winter Cover Following Legume (Soybean) in Warm Temperate, Moist Climate (Uruguay)
[0330] This example demonstrates the reduction of GHG emission achieved using carinata as a winter cover crop, replacing fallow, cultivated for production of feedstock for biofuel manufacturing. Emissions due to cultivation of carinata as a sequential winter cover crop after soybeans in the warm temperate, moist climate zone were then calculated using the BioGrace model, assuming HVO as end product, as described previously, and summarized in Table 38 as g CO.sub.2eq/MJ of HVO produced. As previously described, the emissions due to the cultivation and harvest, drying and transport of the grain were tabulated before and after application of an allocation factor which is used to account for the fact that only the oil portion of the grain is contributing the GHG emissions in this portion of the biofuel pathway. As can be seen, after application of the allocation factor, the total emissions from cultivation, drying and transportation of the grain was found to be 27.1 g CO.sub.2eq/MJ of HVO produced.
TABLE-US-00038 TABLE 38 Emissions due to cultivation of carinata Non-allocated Allocated results Results Total Allocation factor All results in g CO.sub.2eq/MJ.sub.HVO Cultivation of carinata 61.3% 41.49 25.44 Carinata drying 61.3% 0.55 0.34 Cultivation E.sub.ec 25.8 Transport of grain (truck) 61.3% 2.19 1.34 Transport E.sub.td 1.3
[0331] Table 39 summarizes the benefits that can accrue as a consequence of the adoption of a soybean/carinata rotation and the associated improvement of land management practices. The BioGrace model compares soil carbon accumulation before and after application of the new agricultural practice. In the baseline situation, the land was allowed to remain fallow and received low levels of inputs while in the modified situation, a carinata cover crop is cultivated and higher levels of inputs were applied. While this entails application of more inputs, the net result of the cultivation of carinata is significant yearly net contribution of carbon to the existing soil stocks, due to the return of accumulated carbon from plant residues and root material returned after harvest. The BioGrace model predicted a net increase in soil carbon expressed as 1.41 tonnes of CO.sub.2/ha/year due to carinata cultivation, over that of the baseline scenario. Since the carbon is predominantly plant derived via photosynthetic fixation of atmospheric CO.sub.2, this would represent a net removal of CO.sub.2 from the atmosphere, sequestered in the soil. The net GHG emission reduction was also expressed relative the amount of HVO produced, 50.91 g CO.sub.2eq/MJ HVO, and this bonus or E.sub.sca value was then used in the BioGrace model to offset the GHG emissions produced during the course of the pathway. This is shown in Table 39 where the E.sub.sca value has been subtracted from the net emission accumulated from cultivation, drying and transport of the grain resulting in a negative GHG emission of 23.8 g CO.sub.2eq/MJ HVO. In other words, under the conditions of cultivation used in this study, cultivation of Brassica carinata to produce oilseed grain can reduce the levels of atmospheric CO.sub.2. This negative carbon intensity can be used to offset emissions that can occur in other phases of the HVO production pathway, such as processing, refining and hydrotreating of the carinata oil, helping to reduce the overall emissions of the pathway. Contributing to the negative carbon intensity of the cultivation phase are factors such as nitrogen use efficiency and improved land management practices associated with cultivation of carinata.
TABLE-US-00039 TABLE 39 Improved land management Actual land use Reference land use Reference Climate region Warm temperate moist Warm temperate moist Paragraph 6.1, Commission decision Soil type High activity clay High activity clay Paragraph 6.2, Commission decision Soil management no till no till Table 3, Commission decision Input high w/o manure medium Table 3, Commission decision SOC.sub.ST 88 tonne C/ha 88 tonne C/ha Table 1, Commission Decision, using climate region and soil type F.sub.LU 0.69 tonne C/ha 0.69 tonne C/ha Table 2, Commission Decision F.sub.MG 1.15 tonne C/ha 1.15 tonne C/ha Table 2, Commission Decision F.sub.I 1.11 tonne C/ha 1.0 tonne C/ha Table 2, Commission Decision SOC.sub.i * 77.5 tonne C/ha 69.8 tonne C/ha E.sub.sca ** 1.41 tonne of CO.sub.2/ha/year E.sub.sca *** 50.91 g CO.sub.2eq/MJ HVO * SOC.sub.i = SOC.sub.ST F.sub.LU F.sub.MG F.sub.I ** E.sub.sca = (SOC.sub.A SOC.sub.R) *3.664/20 *** g CO2eq/MJ of HVO produced = tonne of CO.sub.2eq/ha/year (10.sup.6 g/tonne)/MJ of HVO produced/ha/year, where MJ of HVO produced/ha/year = MJ rapeseed produced/ha/year 55.5% (estimated pathway conversion efficiency)
TABLE-US-00040 TABLE 40 Emissions due to cultivation of carinata All results in g CO.sub.2eq/MJ.sub.HVO Total Cultivation E.sub.ec 25.8 Transport E.sub.td 1.3 Bonus or E.sub.sca (50.91)* Totals (23.81)* *numbers in parentheses are negative
Example 12: GHG Reductions as a Result of Sequential Cultivation of Brassica carinata as Winter Cover Crop Following Cereal (Wheat) in New South Wales
[0332] This example demonstrates the reduction of GHG emission achieved using carinata as cover crop in the warm temperate dry and tropical dry climate zones, as typified by the wheat belt of New South Wales of eastern Australia. As in previous examples, emissions due to sequential cultivation of carinata as a winter cover crop after wheat in the warm temperate climate zone are calculated using the BioGrace model, assuming HVO as end product, and are summarized in Table 41 (for high inorganic N use) and Table 42 (for low inorganic N use) as g CO.sub.2eq/MJ of HVO produced. The emissions due to the cultivation and harvest of the grain, drying and transport of the grain are tabulated before and after application of an allocation factor which is used to account for the fact that only the oil portion of the grain contributes to the GHG emissions in this portion of the biofuel pathway. As can be seen, after application of the allocation factor, the total emissions from cultivation, drying and transportation of the grain is found to be 38.8 g CO.sub.2 eq/MJ of HVO produced in the scenario where high amounts of inorganic nitrogen fertilizer is used during carinata cultivation and 25.5 g CO.sub.2eq/MJ of HVO produced in the case of low inorganic nitrogen fertilizer usage.
TABLE-US-00041 TABLE 41 Emissions due to cultivation of carinata (high inorganic N) Non-allocated Allocation Allocated results factor results Total All results in g CO.sub.2eq/MJ.sub.HVO Cultivation of carinata 59.71 61.3% 36.57 Carinata drying 1.57 61.3% 0.96 Cultivation E.sub.ec 37.5 Transport of grain (truck) 2.19 61.3% 1.34 Transport E.sub.td 1.3
TABLE-US-00042 TABLE 42 Emissions due to cultivation of carinata (low inorganic N) Non-allocated Allocation Allocated results factor results Total All results in g CO.sub.2eq/MJ.sub.HVO Cultivation of carinata 38.01 61.3% 23.28 Carinata drying 1.57 61.3% 0.96 Cultivation E.sub.ec 24.2 Transport of grain (truck) 2.19 61.3% 1.34 Transport E.sub.td 1.3
[0333] Table 43 summarizes the benefits that can accrue as a consequence of the adoption of a wheat-carinata rotation and the associated improvement of land management practices under the specified climate zone and soil types. The BioGrace model compares soil carbon accumulation before and after application of the new agricultural practice. In the baseline situation, the land is maintained tilled lightly then maintained under fallow conditions while receiving low levels of inputs, whereas in the modified situation, a carinata cover crop is cultivated under no till conditions and high levels of inputs. The net result of this change in practice is significant yearly net contribution of carbon to the existing soil stocks, due to the return of accumulated carbon from plant residues and root material remaining after harvest. The BioGrace model predicts a net increase soil carbon expressed as 0.97 tonnes of CO.sub.2/ha/year due to carinata cultivation under improved land management practices over the baseline. Since the carbon is predominantly plant derived via photosynthetic fixation of atmospheric CO.sub.2, this represent a net removal of CO.sub.2 from the atmosphere and sequestered in the soil. The net GHG emission reduction can also be expressed relative the amount of HVO produced, 35 g CO.sub.2eq/MJ HVO, and this bonus, or E.sub.sca value can be used to offset the GHG emissions that are produced during the entire course of the biofuel pathway. This is shown in Table 44 where the E.sub.sca values are subtracted from the net emission accumulated from cultivation, drying and transport of the grain. As can be seen in the case of cultivation with high inorganic nitrogen a net GHG emission of 3.8 g of CO.sub.2 eq/J HVO is produced after subtraction of the E.sub.sca factor. Unlike other examples of carinata cultivation, carbon intensity of the pathway comprising the cultivation of carinata as winter fallow after wheat in the warm temperate dry/tropical dry zone encompassing NSW, followed by drying and transport of harvested grain to collection points remains positive even after subtraction of the E.sub.sca bonus, indicating that net GHG emissions are being released. This is due in part to the high levels of nitrogen used in the cultivation of carinata in this study contribution to field emissions of GHG during the cultivation phase.
TABLE-US-00043 TABLE 43 Emission reduction due to improved land management Actual land use Reference land use Reference Climate region Warm Temp. Dry/Tropical dry Paragraph 6.1, Commission decision Soil type High activity clay Paragraph 6.2, Commission decision Soil management no till reduced till Table 3, Commission decision Input high w/o manure low Table 3, Commission decision SOC.sub.ST 38 tonne C/ha 38 tonne C/ha Table 1, Commission Decision, using climate region and soil type F.sub.LU 0.8 tonne C/ha 0.8 tonne C/ha Table 2, Commission Decision F.sub.MG 1.1 tonne C/ha 1.1 tonne C/ha Table 2, Commission Decision F.sub.I 1.04 tonne C/ha 0.95 tonne C/ha Table 2, Commission Decision SOC.sub.i * 34.8 tonne C/ha 29.5 tonne C/ha E.sub.sca ** 0.97 tonne of CO.sub.2/ha/year E.sub.sca *** 35 g CO.sub.2, eq/MJ HVO * SOC.sub.i = SOC.sub.ST * F.sub.LU * F.sub.MG* F.sub.I ** E.sub.sca = (SOC.sub.A SOC.sub.R) *3.664/20 *** g CO.sub.2, eq/MJ of HVO produced = tonne of CO.sub.2, eq/ha/year *(10.sup.6 g/ton)/MJ of HVO produced/ha/year, where MJ of HVO produced/ha/year = MJ rapeseed produced/ha/year *55.5% (estimated pathway conversion efficiency)
[0334] If nitrogen input could be reduced by 50% (i.e., from 110 kg/ha to 55 kg/ha) without significantly impacting carinata yields (low nitrogen utilization), GHG emissions during cultivation phase could be reduced from 37.5 g CO.sub.2eq/MJ HVO to 24.2 g CO.sub.2eq/MJ HVO (Table 44) due to reduced lifecycle emissions associated with the manufacturing of the nitrogen fertilizer as well as reduction of field emissions. When transportation and E.sub.sca are factored in, overall emissions in the low nitrogen scenario are reduced to 9.5 CO.sub.2eq/MJ HVO, representing a net decrease of atmospheric CO.sub.2 levels as a result of carinata cultivation under these conditions. This example and the previous example serve to illustrate the effect that that differences in soil type and climate region can exert on the capacity of carinata cultivation and associated optimal practices to reduce greenhouse gas emissions.
TABLE-US-00044 TABLE 44 Emissions due to cultivation of carinata Totals All results in g CO.sub.2eq/MJ.sub.HVO High inorganic N Low Inorganic N Cultivation E.sub.ec 37.5 24.2 Transport E.sub.td 1.3 1.3 Bonus or E.sub.sca (35)* (35)* Totals 3.8 (9.5)* *numbers in parentheses are negative
Example 13: Effect of Manure Use on GHG Emissions and Sequestration During Cultivation of Brassica carinata
[0335] During winter of 2016-2017, Brassica carinata was cultivate on 13 independent farms located in the central portion of Georgia USA. In order to assess adherence to sustainable practices, the production of carinata on these farms was carefully audited. Data obtained on energy use and GHG emissions for all steps of the cultivation process were analyzed by use of the BioGrace GHG Biofuel GHG emissions calculator spread sheet, version 4d, as described in previous Examples. Of particular interest was to assess the effects of the use of manure (in this case chicken litter) on GHG emission levels from carinata cultivation, when used as a partial or complete replacement for inorganic nitrogen. Six of the 13 farms employed manure as fertilizer in combination with inorganic nitrogen, or in one case, as a complete replacement for inorganic nitrogen, while the remainder employed inorganic nitrogen exclusively in their fertilizer blends. Cultivation on all farms included the use of improved land management practices described herein, including reduced tillage and use of carinata as a cover crop in rotation with cereal crop, leguminous crop, cotton, or sesame.
[0336] Table 45 summarizes the data obtained from these farms. For the purposes of this study, it was assumed that the carinata grain produced would provide feedstock for production of HVO biodiesel and so intermediate GHG calculations for the pathway were normalized with respect to the energy content of HVO biodiesel, as previously described. CO.sub.2 equivalent emissions were calculated from the cultivation data and comprised emissions from the following steps: manufacturing of inputs, farm machinery fuel use, production of commercial seed used to initiate the cultivation, drying of the seed, and transport of the seed. Direct and indirect emissions from organic and inorganic nitrogen applied to the field were also quantified and included. As a result of improved land and cultivation management practices, some portion of the CO.sub.2 emissions were prevented from being released into the atmosphere and instead were incorporated into the soil organic carbon pool, thus reducing the net emission. This latter effect, known as Esca, can be quantified as described previously and is then subtracted from the CO.sub.2eq produced by the aforementioned sources to generate a net cultivation emission for each farm. As can be seen in Table 45, all farms produced negative emissions for the cultivation phase of the pathway, indicating that the cultivation of carinata using the methods described herein effected a net removal of atmospheric CO.sub.2. Farms employing manure as a nutrient source achieved a higher reduction of atmospheric CO.sub.2 than those using only inorganic nutrients. One reason for this can be seen in the effect of manure use on soil carbon accumulation, where farms that employed manure demonstrated a several fold higher level of soil carbon accumulations than farms employing only inorganic nitrogen.
[0337] In the study describe herein, data was not directly obtained from latter stages of the HVO production pathway. However, once the grain is consolidated, it may be considered that the subsequent steps of the pathway would be common for all the sources of grain. Emissions associated with the energy used in extraction of oil and conversion of the oil feedstock to HVO biodiesel is well understood and is primarily a function of the amount of feedstock used. While distances and modalities of transport, distribution and storage of feedstock and finished fuel may be quite variable, for the purposes of this example default distances and type of transport fuel were employed to provide data to compute the net emissions for such an sample pathway and these were added to the aforementioned actual cultivation phase emission data previously described to obtain an over all carbon intensity for HVO produced through agricultural production of carinata and carinata feedstock. As can be seen in Table 45, in most cases the carbon intensity of the HVO produced by this default pathway is negative, indicating a net reduction in atmospheric GHG levels relative to production of diesel from a fossil fuel feedstock. The highest GHG reduction benefit is achieved from feedstock obtained from farms using manure in the cultivation phase.
[0338] It is clear that the greater one is able to reduce CO.sub.2eq emissions in cultivation phase, through the improved practices described herein, including use of reduced or no-till practices, reduced irrigations, as well as the use of manure, the more one can offset emissions arising from the subsequent non-cultivation phases of the pathway that are more dependent on the variable factors of distances and modalities of transport, distribution and storage of feedstock and finished fuel.
TABLE-US-00045 TABLE 45 Impact of use of manure on CO2Eq emissions due to Carinata cultivation and on CI of HVO diesel produced using carinata feedstock Cultivation Inputs Soil carbon CI for conversion of Manure inorganic % N Net emissions accumulation feedstock to HVO nitrogen nitrogen from (g CO.sub.2eq/MJ (tonne CI.sup.3 GHG Farms.sup.1 (kg/ha) (kg/ha) manure HVO).sup.2 CO.sub.2/ha/y) (g CO.sub.2eq/MJ) reduction.sup.3,4 Farm D 79 118 40 219.9 4.421 205.5 345% Farm M 70 134 34 164 3.784 149.5 278% Farm A 70 0 100 151.4 3.784 136.9 263% Farm K 70 134 34 124 3.784 109.5 231% Farm E 88 135 39 114.4 4.421 99.9 219% Farm L 70 90 44 103.8 4.421 89.5 207% Farm F 0 101 0 57 1.583 42.5 151% Farm J 0 125 0 56.1 1.583 41.7 150% Farm H 0 118 0 38.4 1.583 24 129% Farm G 0 137 0 29.3 1.583 14.8 118% Farm C 0 111 0 18.8 1.583 4.3 105% Farm B 0 179 0 14.2 1.583 0.4 100% Farm I 0 125 0 10.8 1.583 3.6 96% .sup.1All farms listed cultivated Brassica carinata in central Georgia in the winter of 2016-2017 .sup.2Comprises CO.sub.2eq emissions from cultivation, grain drying, and grain transport less E.sub.sca value, as described in Example 8 .sup.3Based on a pathway comprising the actual cultivation data for each farm supplemented with default oil extraction and processing emission data as well as simulated oil and fuel transport, storage and distribution emission data .sup.4Based on a standard CI for Petroleum diesel of 83.8 CO2 eq/MJ, as per BioGrace emissions calculator v 1.4d
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[0376] All publications and patent applications cited in this specification are herein incorporated by reference as if each individual publication or patent application were specifically and individually indicated to be incorporated by reference. The citation of any publication is for its disclosure prior to the filing date and should not be construed as an admission that the present invention is not entitled to antedate such publication by virtue of prior invention.
[0377] Although the foregoing invention has been described in some detail by way of illustration and example for purposes of clarity of understanding, it is readily apparent to those of ordinary skill in the art in light of the teachings of this invention that certain changes and modifications may be made thereto without departing from the spirit or scope of the appended claims.
[0378] It must be noted that as used in this specification and the appended claims, the singular forms a, an, and the include plural reference unless the context clearly dictates otherwise. Unless defined otherwise all technical and scientific terms used herein have the same meaning as commonly understood to one of ordinary skill in the art to which this invention belongs.
[0379] The phrase and/or, as used herein in the specification and in the claims, should be understood to mean either or both of the elements so conjoined, i.e., elements that are conjunctively present in some cases and disjunctively present in other cases.
[0380] Multiple elements listed with and/or should be construed in the same fashion, i.e., one or more of the elements so conjoined. Other elements may optionally be present other than the elements specifically identified by the and/or clause, whether related or unrelated to those elements specifically identified. Thus, as a non-limiting example, a reference to A and/or B, when used in conjunction with open-ended language such as comprising can refer, in one embodiment, to A only (optionally including elements other than B); in another embodiment, to B only (optionally including elements other than A); in yet another embodiment, to both A and B (optionally including other elements); etc.
[0381] As used herein in the specification and in the claims, or should be understood to encompass the same meaning as and/or as defined above. For example, when separating items in a list, or or and/or shall be interpreted as being inclusive, i.e., the inclusion of at least one, but also including more than one, of a number or list of elements, and, optionally, additional unlisted items.
[0382] As used herein, whether in the specification or the appended claims, the transitional terms comprising, including, carrying, having, containing, involving, and the like are to be understood as being inclusive or open-ended (i.e., to mean including but not limited to), and they do not exclude unrecited elements, materials or method steps. Only the transitional phrases consisting of and consisting essentially of, respectively, are closed or semi-closed transitional phrases with respect to claims and exemplary embodiment paragraphs herein. The transitional phrase consisting of excludes any element, step, or ingredient which is not specifically recited. The transitional phrase consisting essentially of limits the scope to the specified elements, materials or steps and to those that do not materially affect the basic characteristic(s) of the invention disclosed and/or claimed herein.