METHODS FOR MOISTURE REMOVAL AND PEST CONTROL OF GRAINS
20240150689 ยท 2024-05-09
Inventors
Cpc classification
C12C1/073
CHEMISTRY; METALLURGY
A01N59/04
HUMAN NECESSITIES
C12M21/16
CHEMISTRY; METALLURGY
International classification
C12M1/16
CHEMISTRY; METALLURGY
C12C1/02
CHEMISTRY; METALLURGY
Abstract
The present disclosure provides methods for treating one or more grains in an ethanol plant or alcohol brewery, methods of drying, cooling, disease control of dried distillers grains with soluble (DDG), barley, or brewer's spent grain (BSG), and a system for treating one or more grains in an ethanol plant or alcohol brewery by these disclosed methods.
Claims
1. A method of drying one or more spent grains in an ethanol plant or alcohol brewery, the method comprising: directing captured CO.sub.2 from the ethanol plant or alcohol brewery into a spent grain stored in a grain storage facility, wherein the captured CO.sub.2 is a byproduct of alcohol fermentation of a grain at the ethanol plant or alcohol brewery.
2. The method of claim 1, wherein the CO.sub.2 is captured CO.sub.2 onsite at the ethanol plant or alcohol brewery through the alcohol fermentation of a stored grain.
3. The method of claim 1, wherein the treatment is drying, cooling, disease control, or combinations thereof.
4. The method of claim 1, wherein the captured CO.sub.2 is a compressed gas, or a liquid, or provided at ambient temperature.
5. (canceled)
6. The method of claim 4, wherein the captured CO.sub.2 is liquified and is subsequently vaporized before being directed into the spent grains stored in the grain storage facility, drying the spent grains via the CO.sub.2 refrigeration cycle.
7. The method of claim 4, wherein the captured CO.sub.2 is a liquid or is provided at ambient temperature gas is used for drying, cooling, or combinations thereof.
8. The method of claim 1, wherein the grain is corn, dried distillers grains with soluble (DDG), barley, or brewer's spent grain (BSG).
9. The method of claim 1, wherein the treating of spent grain serves to decrease energy use by 50% in and reducing grain moisture removal by 1.5% to 15%.
10. (canceled)
11. The method of claim 9, wherein the treating of spent grain serves to reduce an energy cost to remove grain moisture by up to 90%.
12. The method of claim 9, wherein the use of greenhouse gas (GHG) to remove spent grain moisture is reduced by 90-95%.
13. (canceled)
14. The method of claim 1, wherein the treating of the one or more spent grains includes a system comprising a control center, one or more ducts, and a CO.sub.2 source.
15. The method of claim 14, wherein the control center is connected to a CO.sub.2 pressure regulator in communication with the one or more ducts, one or more fans, a CO.sub.2 meter, and a vaporizer.
16. A system for treating drying one or more spent grains in a plant, the system comprising a control center, one or more ducts connected to an onsite grain storage facility, and a captured CO.sub.2 source.
17. The system of claim 16, wherein the control center is connected to a CO.sub.2 pressure regulator in communication with one or more ducts, one or more fans, a CO.sub.2 meter, and a vaporizer, and wherein the vaporizer vaporizes CO.sub.2 from the CO.sub.2 source prior to the vaporized CO.sub.2 being directed into the spent grains, drying the spent grains via the CO.sub.2 refrigeration cycle.
18. The system of claim 16, wherein the captured CO.sub.2 source is CO.sub.2 obtained onsite at the ethanol plant or alcohol brewery from the alcohol fermentation or thermal energy generation of grain process.
19. A method comprising: providing an ethanol plant or alcohol brewery; providing an alcohol fermentation of grain facility on site at the ethanol plant or alcohol brewery; capturing CO.sub.2 produced from the alcohol fermentation of thermal energy generation of grain facility; providing a spent grain storage facility on site at the ethanol plant or alcohol brewery; directing the CO.sub.2 captured from the alcohol fermentation or thermal energy generation of spent grain facility through spent grain stored in the spent grain storage facility; wherein the CO.sub.2 directed through the spent grain serves to dry the spent grain stored in the spent grain storage facility; and wherein the CO.sub.2 directed through the grain serves to provide disease control of the spent grain stored in the spent grain storage facility.
20. The method of claim 19, wherein the weight of CO.sub.2 directed through the spent grain in the grain storage facility to the weight of CO.sub.2 emitted by the facility is in the range of 1% to 10% 20%.
21. A system for cooling and drying a spent grain at an ethanol production facility wherein a captured CO.sub.2 is captured during fermentation of a stored grain, wherein the captured CO.sub.2 is routed to the spent grain and stored grain to reduce the temperature of the spent grain to ambient temperature and removes up to 50% of moisture in the spent grain and stored grain prior to traditional drying.
22. The system of claim 1, wherein the spent grain has a 50% reduced curing period.
23. The system of claim 19, wherein the spent grain a 50% reduced curing period.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
[0013] The disclosure will be better understood, and features, aspects, and advantages other than those set forth above, will become apparent when consideration is given to the following detailed description thereof. Such detailed description refers to the following drawings.
[0014]
[0015]
DETAILED DESCRIPTION
[0016] For the purposes of promoting an understanding of the principles of the disclosure, reference will now be made to embodiments and specific language will be used to describe the same. It will nevertheless be understood that no limitation of the scope of the disclosure is thereby intended, such alteration and further modifications of the disclosure as illustrated herein, being contemplated as would normally occur to one skilled in the art to which the disclosure relates.
Definitions
[0017] As used in the specification, articles a and an refer to one or to more than one (i.e., at least one) of the grammatical object of the article. By way of example, an element means at least one element and can include more than one element.
[0018] About is used to provide flexibility to a numerical range endpoint by providing that a given value can be slightly above or slightly below the endpoint without affecting the desired result. The term about in association with a numerical value means that the numerical value can vary by plus or minus 5% or less of the numerical value.
[0019] Throughout this specification, unless the context requires otherwise, the word comprise and include and variations thereof (e.g., comprises, comprising, includes, including) will be understood to imply the inclusion of a stated component, feature, element, or step or group of components, features, elements, or steps but not the exclusion of any other integer or step or group of integers or steps.
[0020] As used herein, and/or refers to and encompasses any and all possible combinations of one or more of the associated listed items, as well as the lack of combinations where interpreted in the alternative (or).
[0021] Recitation of ranges of values herein are merely intended to serve as a succinct method of referring individually to each separate value falling within the range, unless otherwise indicated herein. Furthermore, each separate value is incorporated into the specification as if it were individually recited herein. For example, if a range is stated as 1 to 50, it is intended that values such as 2 to 4, 10 to 30, or 1 to 3, etc., are expressly enumerated in this disclosure. These are only examples of what is specifically Intended, and all possible combinations of numerical values between and including the lowest value and the highest value enumerated are to be considered to be expressly stated in this disclosure.
[0022] Unless otherwise defined, all technical terms used herein have the same meaning as commonly understood by a person of ordinary skill in the art to which this disclosure belongs.
[0023] The term grain, as used herein, refers to corn, barley, sorghum, or any suitable grain for ethanol production.
[0024] The term dried distillers grain, sometimes also referred to as distillers dried grain, (DDG), as used herein, refers to a coproduct of grain ethanol production. DDG is often used as protein-rich animal feed.
[0025] The term brewer's spent grain, sometimes also referred to as spent grain, (BSG), as used herein, refers to a coproduct of beer production. BSG is often used as animal feed.
[0026] DDG and BSG, as used herein, are referred to as coproducts.
[0027] The term plant, as used herein, refers to an ethanol plant, or alcohol brewery. The size of corn ethanol plants, for example, in the United States ranges from approximately 50-300 million gallons per year of ethanol production. The median ethanol plant produces about 120 million gallons per year of ethanol, 300,000 tons of coproducts, and about 300,000 tons of fermentation carbon dioxide (CO.sub.2). A plant of this size uses approximately 1 million metric tons of corn grain for alcohol production and 850,000 MMBtu (million British thermal units) to dry DDG.
[0028] The term ambient temperature, as used herein, refers to CO.sub.2 that is at the temperature of the process it is produced at, or at or near room temperature.
[0029] The term treating, as used herein, refers to applying a treatment to a grain.
[0030] The term plant pathogen, as used herein, refers to any insect, bacteria, fungus, or nematode capable of infecting a plant or grain with a disease.
[0031] Current technologies for reducing plant pathogens include spraying the storage facilities with harmful pesticide and insecticide chemicals, sourcing and transporting liquid CO.sub.2 to the storage facility for controlled atmosphere treatment thereby incurring high transportation cost and transportation emissions, using electric grain chillers which incur the upstream emissions associated with electricity production, and using aeration fans which also require significant amounts of electricity.
[0032] The methods disclosed herein disclose configurations and new uses for the plant's fermentation and thermal energy generation CO.sub.2 byproduct for moisture reduction and pest and fungal control. For instance, new uses for recovered fermentation CO.sub.2 in the area of onsite grain and coproduct quality control provide two major applications: 1) moisture reduction via grain and coproduct drying and cooling, and 2) reduction in pesticide, insect, and fungi pressure on stored grain and coproducts via controlled CO.sub.2 fumigation and CO.sub.2 enriched aeration. Additionally, CO.sub.2 that would otherwise be vented to the atmosphere as a greenhouse gas is repurposed for moisture removal and cooling grain and coproducts.
[0033] Furthermore, the disclosed methods provide operational benefits. Utilizing recovered CO.sub.2 allows ethanol plants to accept incoming grain with larger variations in moisture, insect and mold pressure and ship coproducts with streamlined moisture removal operation, better flowability, reduced product shrinkage and lower fungi risk since the onsite treatment with CO.sub.2 will enable a better control of these variables. Additionally, corn growers delivering to ethanol plants will be able to deliver corn at a higher moisture content, therefore saving drying time and expense as shown in Example 1.
[0034] The disclosed method utilizes the thermodynamic principle of the CO.sub.2 refrigeration cycle for moisture removal via grain cooling with the CO.sub.2 vaporized gas acting as the chilling medium. This is different from the current thermodynamic principle of drying grain with heat (e.g., corn drying in propane dryers, coproduct drying in natural gas fired dryers). With the methods disclosed herein, alcohol and ethanol plants, which have access to large quantities of CO.sub.2 from the alcohol fermentation process, can utilize the CO.sub.2 refrigeration cycle onsite for grain moisture removal.
[0035] In some embodiments, the method of treating one or more grains in a plant comprises releasing CO.sub.2 in a grain storage facility, wherein the CO.sub.2 is a byproduct of alcohol fermentation.
[0036] In some embodiments, the plant is an ethanol plant, or an alcohol brewery.
[0037] In some embodiments, the grain treatment drying, cooling, disease control, or combinations thereof.
[0038] In further embodiments, the treatment is drying, cooling, or combinations thereof.
[0039] In yet further embodiments, the treatment is disease and pest control.
[0040] In specific embodiments, CO.sub.2 is a byproduct of alcohol fermentation.
[0041] In specific embodiments, CO.sub.2 is a byproduct of thermal energy generation.
[0042] In specific embodiments, the CO.sub.2 is captured CO.sub.2 obtained onsite at the ethanol plant or alcohol brewery.
[0043] In some embodiments, the CO.sub.2 is a compressed gas, a liquid, or at ambient temperature.
[0044] In some embodiments, the CO.sub.2 is a compressed gas, or ambient temperature gas.
[0045] In further embodiments, the compressed gas, or ambient temperature gas, are used for disease control.
[0046] In some embodiments, the CO.sub.2 is a liquid.
[0047] In further embodiments, the liquid is vaporized.
[0048] In some embodiments, the liquid, or ambient temperature gas, are used for drying, cooling, or combinations thereof.
[0049] In some embodiments, the grain is any consumable grain.
[0050] In further embodiments, the consumable grain is corn, dried distillers grain (DDG), barley, or brewer's spent grain (BSG).
[0051] In some embodiments, the method of decreasing grain drying time comprises treating a grain according to the method of treating one or more grains in a plant comprising releasing CO.sub.2 in an onsite grain storage facility.
[0052] In some embodiments, fermentation CO.sub.2 is directly used at ambient conditions for pest control. CO.sub.2 is used as a fumigation agent wherein the mortality of insects in the stored grain is increased with high concentrations of CO.sub.2 (60-70% concentration).
[0053] Current practices for fumigating grain at an ethanol plant includes pesticide use. However, pesticide fumigation is not an option for coproducts, as coproducts are used for animal feed. The methods disclosed herein ensure that coproducts can be fumigated.
[0054] In some embodiments, the drying energy is reduced by about 15% to about 25% but for corn grain delivered to an ethanol plant at just slightly elevated moisture levels, drying energy can be reduced by 50%.
[0055] In some embodiments, the method of disease control of a grain comprises treating the grain by releasing CO.sub.2 in a grain storage facility, wherein the CO.sub.2 is a byproduct.
[0056] In some embodiments, the disease is caused by a plant pathogen.
[0057] In some embodiments, the plant pathogen is a bacteria, fungus, or virus.
[0058] In further embodiments, the plant pathogen is a fungus. In certain embodiments, the fungus is an aflatoxin-producing fungus.
[0059] In some embodiments, a system for treating one or more grains in a plant comprises releasing CO.sub.2 in a grain storage facility, wherein the system comprises a control center connected to a CO.sub.2 pressure regulator, one or more fans, a CO 2 meter, and a vaporizer.
[0060] In some embodiments, the CO.sub.2 pressure regulator is connected to the one or more ducts.
[0061] In further embodiments, the method decreases energy use during grain moisture removal when compared to traditional moisture removal methods.
[0062] In some embodiments, a method comprises providing an ethanol plant or alcohol brewery, providing an alcohol fermentation of grain facility on site at the ethanol plant or alcohol brewery, capturing CO.sub.2 produced from the alcohol fermentation, or thermal energy generation, of the grain facility, providing a grain storage facility on site at the ethanol plant or alcohol brewery, directing the CO.sub.2 captured from the alcohol fermentation of grain facility through grain stored in the grain storage facility.
[0063] In further embodiments, the method disclosed above comprises directing the CO.sub.2 captured from the alcohol fermentation, or thermal energy generation, of the grain facility through grain stored in the grain storage facility, wherein the CO.sub.2 directed through the grain serves to dry the grain stored in the grain storage facility, and wherein the CO.sub.2 directed through the grain serves to provide disease control of the grain stored in the grain storage facility.
[0064] In some embodiments, the ratio of CO.sub.2 directed through the grain in the grain storage facility to weight of grain in the grain storage facility is in the range of 1% to 3%.
[0065] In some embodiments, the weight of CO.sub.2 directed through the grain in the grain storage facility to the weight of CO.sub.2 emitted by the facility is in the range of 1% to 20%.
[0066] Various exemplary embodiments of compositions and methods according to this disclosure are now described in the following non-limiting Examples. The Examples are offered for illustrative purposes only and are not intended to limit the scope of the present disclosure in any way. Indeed, various modifications of the disclosure in addition to those shown and described herein will become apparent to those skilled in the art from the foregoing description and the following Examples and fall within the scope of the appended claims.
Examples
[0067] The Examples that follow are illustrative of specific embodiments of the disclosure, and various uses thereof. They are set forth for explanatory purposes only and should not be construed as limiting the scope of the disclosure in any way.
Example 1: Integration of Method in Ethanol Plant
[0068] As shown in the example system of
[0069] As shown in
[0070] The Control Center regulates the amount of CO.sub.2 required based off of feedback received from the storage facilities. The storage facilities can be equipped with CO.sub.2 sensors that measure concentration of CO.sub.2. Once CO.sub.2 reaches desired concentrations between 50 and 70%, the Control Center will switch off the pressure and flow valves, until CO.sub.2 is required again. Reduced moisture content is crucial to reducing disease in stored grain. Higher temperatures lead to high prevalence of pests and disease.
[0071] Additionally, corn grain storage facilities can have existing aeration ducts that can be used for CO.sub.2 treatments. The aeration ducts will be used to distribute CO.sub.2 from the pressure regulators and flow valves to the storage facilities. Coproduct storage facilities can be retrofitted with perforated sheet-steel channels in half-shell form laid out on the storage floor. The perforation of the air channels can be adjusted so that the CO.sub.2 distributes more equally throughout the grain pile. In addition, the CO.sub.2-rich gas stream will be applied from the bottom of the storage facilities to ensure CO.sub.2 is penetrating through the grain and allowing moisture to escape through the top of the storage facility. Alternatively, CO.sub.2 is applied through the top of the storage facility pushing cool air down through the grain and preventing the top of the grain pile from overheating. Cooling the grain below 70? F. reduces pest infestations.
[0072] Data from the CO.sub.2 sensors (208) and the CO.sub.2 flow meters (204) can be processed in the Control Center (205) to ensure proper CO.sub.2 gas concentrations for pest and moisture control treatment. Alternatively, data from the CO.sub.2 sensors and the CO.sub.2 flow meters can be processed remotely, which may allow for consolidated CO.sub.2 control over multiple locations, ease of data access, and time-savings. Remote access to the Control Center (205) ensures constant evaluation of grain storage facility conditions.
[0073] The system also integrates data feeds which are processed through the Control Center (205) to make predictions regarding CO.sub.2 requirements. Data from agricultural fields is collected from the contiguous United States and accessed through the USDA's National Agricultural Statistics Service (NASS) to make predictions on crop productivity. Data can also be obtained from satellites, which monitor agricultural fields, to make predictions on harvest outputs. This includes information on droughts, floods, vegetation health, growth stages of crops, etc. Crop scouting, which is the process of assessing agricultural pests and diseases, provides additional data points to predict crop performance and assess incoming grain from high pest regions. The combination of data collected from databases, such as the NASS, with satellite data and crop scout analyses, will identify aflatoxin-producing fungi and pest hotspots which in turn will prompt special attention to certain batches of incoming grain and, an upward adjustment in CO.sub.2 concentrations for grain storage facilities using the disclosed methods and system. The addition of CO.sub.2 will drive grain temperatures down which results in lower pest infestation.
[0074] The methods and system disclosed herein constitute a modification and enhancement to the grain receiving and storage area towards the front end of the ethanol production process as well as a modification and enhancement at the backend of the ethanol process where coproducts are dried and stored. The disclosed method, sources CO.sub.2 either directly from the fermenters for insect, pest, fungal control or from liquefaction equipment for grain moisture reduction via cooling. Nearby grain storage facilities/grain elevators where CO.sub.2 can be shipped by pipeline or truck can also benefit from the disclosed methods and system in their grain treatment. Current methods of drying and pest control have a high energy and financial cost, and are dependent on harmful chemicals for moisture removal and pest control. The disclosed methods and system will reduce the energy input into drying, recycle CO.sub.2 that would otherwise be released into the atmosphere, and reduce cost for growers.
Example 2: Cost Reduction and Energy Usage
[0075] The methods disclosed herein can significantly reduce the cost and energy for drying grain (Table 1 and Table 2). Grain drying is a significant financial cost for corn growers, as the majority of harvested grain is dried using propane heating, or electric fans, which is an energy cost. Table 1 provides the standards behind the financial savings and life cycle greenhouse gas (GHG) calculations behind the disclosed method. Life cycle GHG emissions savings are calculated using the US Department of Energy Greenhouse Gases Regulated Emissions and Energy Use in Technologies Model (GREET). Grain drying is currently practiced using aeration via electric fans or heat via propane or natural gas combustion. However, the benefit of the current method and system is the cooling effect of the vaporized liquified CO.sub.2. The chilled air acts as a dehumidifier and is gentler on the grain compared to current practices. Table 2 shows the calculations of the potential savings using the disclosed cooling methods versus the traditional heat drying method.
[0076] A moisture distribution chart from the Farmers Business Network blog showing the distribution of target moisture content across the United States is used to calculate the average savings of an ethanol plant, if onsite CO.sub.2 is used for drying and pest control versus traditional methods. In one example, ethanol plants producing an average of 120 million gallons of ethanol a year, require about 40 million bushels of corn while also producing 300,000 tons of DDG. Ethanol plants will generally accept grain with a maximum 15% moisture content. Based on the moisture distribution chart, and a geographical variation from the Farmers Business Network blog showing grain moisture content across the United States upon harvest, growers or grain elevators delivering to an ethanol plant will on average have to reduce the moisture content by 4%. Using traditional methods of drying, growers or grain elevators delivering to an ethanol plant will spend a combined $10 million annually in aeration and propane costs to meet the total grain demand of the average plant. Using embodiments disclosed herein, a plant introducing grain chilling using onsite compressed CO.sub.2 can reduce grain moisture by 1.5% compared to traditional methods of drying thereby saving growers drying costs of $3.84 million. This means that this part of the moisture reduction process for incoming grain with the current method will be performed by the plant instead of the grower. However, ethanol plants will incur CO.sub.2 compression cost of $166,000, but receive $60/ton of fermentation CO.sub.2 from the government's Inflation Reduction Act (IRA) if the fermentation CO.sub.2 is put to new uses. Additional revenues to the plant may be generated from ethanol life cycle carbon intensity reductions if the ethanol is sold in states that have a Low Carbon Fuel Standard (LCFS) such as, for example, California, Washington, and Oregon. Similarly, coproducts which plants dry from 60% moisture to 10% moisture generally using natural gas fired dryers can substitute moisture removal of one to ten percentage points using grain chilling.
[0077] Currently, CO.sub.2 compression is costly due to the difficulty of capturing CO.sub.2 and removing it from surrounding gasses in the air. Therefore, the methods disclosed herein provide a significant reduction in energy usage and cost for drying and treating grain with the additional benefit of cost savings which include using CO.sub.2 directly from the fermenters or thermal energy generation, as an ambient gas and releasing directly on the grain for drying or grain pathogen treatment.
[0078] Plants implementing embodiments disclosed herein will provide a new use for 12,952 tons (Table 2, CO.sub.2 tons needed-annual) of carbon dioxide while offsetting a total of 9,325 tons (Table 2, GHG tons annual) of GHG emissions relative to the traditional cooling and drying methods. Therefore, for every ton of fermentation CO.sub.2 that is put to productive use an additional (GHG tons annual?CO.sub.2 tons needed-annual) 9,325/12,952=0.72 tons are saved in life cycle GHG emissions.
[0079] Table 1 provides the standards behind the financial savings and life cycle greenhouse gas (GHG) calculations of the proposed method.
TABLE-US-00001 Item Value Unit Corn Drying Propane Energy Consumption Per 1.5% 0.03 gallon/bushel corn Moisture Points Propane Dryer Fans Energy Consumption per 1.5% 0.015 kWh/bushel corn Moisture Points Coproduct Drying Natural Gas Energy Consumption 0.168 MMBtu/ton DDG Per 3% Moisture Reduction Cost of Propane 3.20 $/gallon Cost of Industrial Natural Gas 7.00 $/MMBtu Cost of Electricity 0.16 $/kWh Carbon Intensity of Propane Combustion 5,719 grams GHG/gallon Carbon Intensity of Natural Gas Dryer (adapted from 59,379 grams GHG/MMBtu boiler) Carbon Intensity of Per Bushel Per 1.5% Moisture 257 grams GHG/bushel Percentage Reduction Carbon Intensity of Electricity Grid Emissions 0.87 lbs/kWh CO.sub.2 Gas to Liquid Compression Energy 104 kWh/ton CO.sub.2 Payment under IRA for New Uses of CO.sub.2 Gas $60 $/ton CO.sub.2 Assumed Carbon Price Under Low Carbon Fuel $80 $/ton GHG Standard
[0080] Table 2 provides potential cost savings and calculations once the disclosed method is integrated into an ethanol plant.
TABLE-US-00002 CO.sub.2 Needed Compression GHG Grain Cooling (tons) Cost ($) (tons) Corn Treatment 10,004 $ 166,672 410 Coproduct Treatment 2,948 $ 49,109 121 Totals: 12,952 $ 215,781 531 Thermal Energy Fuel Cost GHG Grain Drying (MMBTU) Drying ($) (tons) Corn Treatment (Propane) 3,288 $ 3,840,000 6,863 Coproduct Treatment (Nat Gas) 50,400 $ 352,800 2,993 Totals: 53,688 $ 4,192,800 9,856 Summary: Net Financial Savings Fuel Savings Corn Treatment $ 3,673,328 Fuel Savings Coproduct Treatment $ 303,691 IRA New CO.sub.2 US Payment Corn Treatment $ 411,768 IRA New CO.sub.2 US Payment Coproduct Treatment $ 179,562 LCFS Payments Corn Treatment $ 516,212 LCFS Payments Coproduct Treatment $ 229,748 CO.sub.2 Needed Compression GHG Grain Cooling (tons) Cost ($) (tons) Total Difference: Grain Drying vs. Cooling $ 5,314,310 Financial Savings Per Ton Fermentation CO.sub.2 $ 410 Summary: GHG Considerations GHG Savings from Fuel Savings (tons) Corn 6,453 Treatment GHG Savings from Fuel Savings (tons) Coproduct 2,872 Treatment Total GHG Savings: Green Drying vs. Cooling 9,325 Ton GHG Savings Per Ton Fermentation CO.sub.2 0.72 Ethanol Carbon Intensity Reduction (gCO.sub.2/MJ) 0.67 from Corn Treatment Ethanol Carbon Intensity Reduction (gCO.sub.2/MJ) 0.30 Coproduct Treatment
[0081] All publications, patents, and patent applications mentioned in this specification are herein incorporated by reference to the same extent as if each individual publication, patent, and patent application was specifically and individually indicated to be incorporated by reference.
[0082] While some embodiments have been illustrated and described in detail in the appended drawings and the foregoing description, such illustration and description are to be considered illustrative and not restrictive. Other variations to the disclosed embodiments can be understood and effected in practicing the claims, from a study of the drawings the disclosure, and the appended claims. The mere fact that certain measures or features are recited in mutually different dependent claims does not indicate that the combination of these measures or features cannot be used. Any reference signs in the claims should not be construed as limiting the scope.