METHOD TO PREPARE VIRTUAL ASSAY USING NUCLEAR MAGNETIC RESONANCE SPECTROSCOPY
20230274804 · 2023-08-31
Inventors
Cpc classification
G16C20/30
PHYSICS
G16C20/20
PHYSICS
International classification
G16C20/30
PHYSICS
Abstract
Systems and methods are disclosed for providing virtual assays of an oil sample such as crude oil based on nuclear magnetic resonance (NMR) spectroscopy carried out on the oil sample, and the density of the oil sample. The virtual assay provides a full range of information about fractions of the oil sample including naphtha, gas oil, vacuum gas oil, vacuum residue, and other information about the properties of the oil sample. Using the system and method herein, the virtual assay data pertaining to these several fractions of the oil sample and the oil sample itself are obtained without fractionation of the oil sample into the several components.
Claims
1. A method for producing a virtual assay of an oil sample, wherein the oil sample is characterized by a density, selected from the group consisting of crude oil, bitumen and shale oil, and characterized by naphtha, gas oil, vacuum gas oil and vacuum residue fractions, the method comprising: entering into a computer nuclear magnetic resonance (NMR) spectroscopy data indicative of aromatic content, and optionally one or both of paraffinic and naphthenic content, of the oil sample, obtained by NMR spectroscopy of a solution of the oil sample without distillation in an NMR spectroscopy solvent, wherein the aromatic content, and optionally one or both of paraffinic and naphthenic content, are used as one or more analytical values (AV); and calculating and assigning, as a function of the one or more AVs, and the density of the oil sample, virtual assay data of the oil sample and the naphtha, gas oil, vacuum gas oil and vacuum residue fractions, said virtual assay data comprising a plurality of assigned data values.
2. The method of claim 1, wherein virtual assay data comprises: a plurality of assigned assay data values pertaining to the oil sample including one or more of aromatic content, C5-asphaltenes content, elemental compositions of sulfur and nitrogen, micro-carbon residue content, total acid number and viscosity; a plurality of assigned assay values pertaining to the vacuum residue fraction of the oil sample including one or more of elemental composition of sulfur and micro-carbon residue content; a plurality of assigned assay values pertaining to the vacuum gas oil fraction of the oil sample including elemental compositions of one or more of sulfur and nitrogen; a plurality of assigned assay values pertaining to the gas oil fraction of the oil sample including one or more of elemental compositions of sulfur and nitrogen, viscosity, and indicative properties including aniline point, cetane number, cloud point and pour point; and a plurality of assigned assay values pertaining to the naphtha fraction of the oil sample including one or more of aromatic content, elemental composition of hydrogen and sulfur, paraffin content and octane number.
3. The method of claim 1, wherein virtual assay data comprises: a plurality of assigned assay data values pertaining to the oil sample including aromatic content, C5-asphaltenes content, elemental compositions of sulfur and nitrogen, micro-carbon residue content, total acid number and viscosity; a plurality of assigned assay values pertaining to the vacuum residue fraction of the oil sample including elemental composition of sulfur and micro-carbon residue content; a plurality of assigned assay values pertaining to the vacuum gas oil fraction of the oil sample including elemental compositions of sulfur and nitrogen; a plurality of assigned assay values pertaining to the gas oil fraction of the oil sample including elemental compositions of sulfur and nitrogen, viscosity, and indicative properties including aniline point, cetane number, cloud point and pour point; and a plurality of assigned assay values pertaining to the naphtha fraction of the oil sample including aromatic content, elemental composition of hydrogen and sulfur, paraffin content and octane number.
4. The method of claim 3, wherein virtual assay data further comprises: yields of fractions from the oil sample as mass fractions of boiling point ranges, including one or more of naphtha, gas oil, vacuum gas oil and vacuum residue; composition information of hydrogen sulfide and/or mercaptans in the oil sample and/or its fractions; elemental compositions of one or more of carbon, hydrogen, nickel, and vanadium; physical properties of the oil sample and/or its fractions including one or more of API gravity and refractive index; or indicative properties of the oil sample and/or its fractions including one or more of flash point, freezing point and smoke point.
5. The method of claim 1, further comprising preparing the solution by mixing the oil sample with an NMR spectroscopy solvent, and operating a nuclear magnetic resonance spectrometer with the solution to obtain the NMR spectroscopy data.
6. The method of claim 5, wherein the nuclear magnetic resonance spectrometer employs .sup.1H active nuclei to derive the aromatic content, and optionally one or both of paraffinic and naphthenic content.
7. The method of claim 5, wherein the nuclear magnetic resonance spectrometer employs .sup.13C active nuclei to derive the aromatic content, and optionally one or both of paraffinic and naphthenic content.
8. The method of claim 1, wherein each assay value is determined by a multi-variable polynomial equation with predetermined constant coefficients developed using linear regression techniques, wherein corresponding variables are the one or more AVs, and the density of the oil sample.
9. The method of claim 8, wherein each assay value is determined by
AD=K.sub.AD+X1.sub.AD*AV+X2.sub.AD*AV.sup.2+X3.sub.AD*AV.sup.3+X4.sub.AD*ρ*AV where: AD is the assigned assay value that is a value and/or property representative of an elemental composition value, a physical property or an indicative property; AV is a single analytical value of the oil sample; ρ is the density of the oil sample; and K.sub.AD, X1.sub.AD, X2.sub.AD, X3.sub.AD, and X4.sub.AD are constants.
10. The method of claim 8, wherein each assay value is determined by
AD=K.sub.AD+X1.sub.AD*ρ+X2.sub.AD*ρ.sup.2+X3.sub.AD*ρ.sup.3+X4.sub.AD*AV+X5.sub.AD*AV.sup.2+X6.sub.AD*AV.sup.3+X7.sub.AD*ρ*AV where: AD is the assigned assay value that is a value and/or property representative of an elemental composition value, a physical property or an indicative property; AV is a single analytical value of the oil sample; ρ is the density of the oil sample; and K.sub.AD, X1.sub.AD, X2.sub.AD, X3.sub.AD, X4.sub.AD, X5.sub.AD, X6.sub.AD and X7.sub.AD are constants.
11. The method of claim 10, wherein the AV is an aromatic content of the oil sample as determined by NMR spectroscopy.
12. A system for producing a virtual assay of an oil sample, wherein the oil sample is characterized by a density, selected from the group consisting of crude oil, bitumen and shale oil, and characterized by naphtha, gas oil, vacuum gas oil and vacuum residue fractions, the system comprising: a nuclear magnetic resonance (NMR) spectrometer that outputs NMR spectroscopy data; a non-volatile memory device that stores calculation modules and data, the data including the NMR spectroscopy data, wherein the NMR spectroscopy data is indicative of aromatic content, and optionally one or both of paraffinic and naphthenic content, of the oil sample, obtained by NMR spectroscopy of a solution of the oil sample without distillation in an NMR spectroscopy solvent, wherein the aromatic content, and optionally one or both of paraffinic and naphthenic content, are used as one or more analytical values (AV); a processor coupled to the non-volatile memory device; and a calculation module that is stored in the non-volatile memory device and that is executed by the processor, wherein the calculation module calculates, as a function of the one or more AVs and the density of the oil sample, virtual assay data of the oil sample and the naphtha, gas oil, vacuum gas oil and vacuum residue fractions, said virtual assay data comprising a plurality of assigned data values.
13. The system as in claim 12, wherein virtual assay data comprises: a plurality of assigned assay data values pertaining to the oil sample including aromatic content, C5-asphaltenes content, elemental compositions of sulfur and nitrogen, micro-carbon residue content, total acid number and viscosity; a plurality of assigned assay values pertaining to the vacuum residue fraction of the oil sample including elemental composition of sulfur and micro-carbon residue content; a plurality of assigned assay values pertaining to the vacuum gas oil fraction of the oil sample including elemental compositions of sulfur and nitrogen; a plurality of assigned assay values pertaining to the gas oil fraction of the oil sample including elemental compositions of sulfur and nitrogen, viscosity, and indicative properties including aniline point, cetane number, cloud point and pour point; a plurality of assigned assay values pertaining to the naphtha fraction of the oil sample including aromatic content, elemental composition of hydrogen and sulfur, paraffin content and octane number.
14. The system as in claim 13, wherein virtual assay data further comprises: yields of fractions from the oil sample as mass fractions of boiling point ranges, including one or more of naphtha, gas oil, vacuum gas oil and vacuum residue; composition information of hydrogen sulfide and/or mercaptans in the oil sample and/or its fractions; elemental compositions of one or more of carbon, hydrogen, nickel, and vanadium; physical properties of the oil sample and/or its fractions including one or more of API gravity and refractive index; or indicative properties of the oil sample and/or its fractions including one or more of flash point, freezing point and smoke point.
15. The system of claim 12, wherein the nuclear magnetic resonance spectrometer employs .sup.1H active nuclei to derive the aromatic content, and optionally one or both of paraffinic and naphthenic content.
16. The system of claim 12, wherein the nuclear magnetic resonance spectrometer employs .sup.13C active nuclei to derive the aromatic content, and optionally one or both of paraffinic and naphthenic content.
17. The system of claim 12, wherein each assay value is calculated and assigned by the calculation module with a multi-variable polynomial equation with predetermined constant coefficients developed using linear regression techniques, wherein corresponding variables are the aromatic content, and optionally one or both of paraffinic and naphthenic content, and the density of the oil sample.
18. The system of claim 17, wherein each assay value is calculated and assigned by the calculation module with the function:
AD=K.sub.AD+X1.sub.AD*AV+X2.sub.AD*AV.sup.2+X3.sub.AD*AV.sup.3+X4.sub.AD*ρ*AV where: AD is the assigned assay value that is a value and/or property representative of an elemental composition value, a physical property or an indicative property; AV is a single analytical value of the oil sample; ρ is the density of the oil sample; and K.sub.AD, X1.sub.AD, X2.sub.AD, X3.sub.AD, and X4.sub.AD are constants.
19. The system of claim 17, wherein each assay value is calculated and assigned by the calculation module with a function:
AD=K.sub.AD+X1.sub.AD*ρ+X2.sub.AD*ρ.sup.2+X3.sub.AD*ρ.sup.3+X4.sub.AD*AV+X5.sub.AD*AV.sup.2+X6.sub.AD*AV.sup.3+X7.sub.AD*ρ*AV where: AD is the assigned assay value that is a value and/or property representative of an elemental composition value, a physical property or an indicative property; AV is a single analytical value of the oil sample; ρ is the density of the oil sample; and K.sub.AD, X1.sub.AD, X2.sub.AD, X3.sub.AD, X4.sub.AD, X5.sub.AD, X6.sub.AD and X7.sub.AD are constants.
20. The system of claim 19, wherein the AV is an aromatic content of the oil sample as determined by NMR spectroscopy.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
[0038]
[0039]
[0040]
[0041]
[0042]
DETAILED DESCRIPTION
[0043] Systems and methods are disclosed for providing virtual assays of an oil sample such as crude oil based on nuclear magnetic resonance (NMR) spectroscopy carried out on the oil sample, and the density of the oil sample. The virtual assay provides a full range of information about fractions of the oil sample including naphtha, gas oil, vacuum gas oil, vacuum residue, and other information about the properties of the oil sample. Using the system and method herein, the virtual assay data pertaining to these several fractions of the oil sample and the oil sample itself is obtained without fractionation of the oil sample into the several components.
[0044] Concerning the naphtha fraction, assigned assay values for the virtual assay include: elemental composition values included in the virtual assay comprise one or more of hydrogen content, aromatic content, paraffin content and sulfur content; and an indicative property included in the virtual assay comprises an octane number. Concerning the gas oil fraction, assigned assay values for the virtual assay include: elemental composition values included in the virtual assay comprise one or more of sulfur content and nitrogen content; physical properties included in the virtual assay comprises viscosity and pour point; and indicative properties included in the virtual assay comprise one or more of aniline point, cetane number and cloud point. Concerning the vacuum gas oil fraction, assigned assay values for the virtual assay include: elemental composition values included in the virtual assay comprise one or more of sulfur content, nitrogen content and micro carbon residue content. Concerning the vacuum residue, assigned assay values for the virtual assay include: elemental composition values included in the virtual assay comprise one or more of sulfur content and micro carbon residue content. Concerning the full range of the oil sample, assigned assay values for the virtual assay include: elemental composition values included in the virtual assay comprise one or more of asphaltene content, sulfur content, nitrogen content and total acids content (total acid number, mg KOH/100 g); and physical properties included in the virtual assay comprises viscosity and pour point.
[0045] In certain embodiments of the virtual assay provided herein, the “naphtha fraction” refers to a straight run fractions from atmospheric distillation containing hydrocarbons having a nominal boiling range of about 20-205, 20-193, 20-190, 20-180, 20-170, 32-205, 32-193, 32-190, 32-180, 32-170, 36-205, 36-193, 36-190, 36-180 or 36-170° C.; the “gas oil fraction” refers to a straight run fractions from atmospheric distillation containing hydrocarbons having a nominal boiling range of about 170-400, 170-380, 170-370, 170-360, 180-400, 180-380, 180-370, 180-360, 190-400, 190-380, 190-370, 190-360, 193-400, 193-380, 193-370 or 193-360° C.; the “vacuum gas oil fraction” refers to a straight run fractions from vacuum distillation containing hydrocarbons having a nominal boiling range of about 360-565, 360-550, 360-540, 360-530, 360-520, 360-510, 370-565, 370-550, 370-540, 370-530, 370-520, 370-510, 380-565, 380-550, 380-540, 380-530, 380-520, 380-510, 400-565, 400-550, 400-540, 400-530, 400-520 or 400-510° C.; and “vacuum residue” refers to the bottom hydrocarbons from vacuum distillation having an initial boiling point corresponding to the end point of the VGO range hydrocarbons, for example about 510, 520, 530, 540, 550 or 565° C., and having an end point based on the characteristics of the crude oil feed.
[0046] The system and method is applicable for naturally occurring hydrocarbons derived from crude oils, bitumens or shale oils, and heavy oils from refinery process units including hydrotreating, hydroprocessing, fluid catalytic cracking, coking, and visbreaking or coal liquefaction. Samples can be obtained from various sources, including an oil well, core cuttings, oil well drilling cuttings, stabilizer, extractor, or distillation tower. In certain embodiments system and method is applicable for crude oil, whereby a virtual assay is obtained using the systems and methods herein without the extensive laboratory work required for distillation and analysis of each of the individual fractions.
[0047] Referring to
[0048] At step 110, the density if the oil sample is provided (steps for obtaining this density are not shown and can be carried out as is known, in certain embodiments a 15° C./4° C. density in units of kilograms per liter using the method described in ASTM D4052); this density value can be stored in memory with other data pertaining to the oil sample, or conveyed directly to the one or more steps as part of the functions thereof. In step 115, if necessary, the oil sample is prepared for a particular analytic characterization technique (shown in dashed lines as optional). In step 120, analytic characterization of the oil sample, or the oil sample prepared as in step 115, without fractionation, is carried out. As a result, analytic characterization data 125 is obtained.
[0049] In step 130, the analytic characterization data 125 is used to calculate one or more analytical values 135, which are one common analytical value or a common set of analytical values used in subsequent steps to calculate a plurality of different elemental composition values/physical properties/indicative properties that make up the virtual assay. In the embodiments herein the one common analytical value or common set of analytical values includes one or more of the aromatic content of the oil sample, the paraffinic content of the oil sample, and/or the naphthenic content of the oil sample.
[0050] Steps 140, 150, 160, 170 and 180 are used to calculate and assign a plurality of different elemental composition values/physical properties/indicative properties that make up the virtual assay 195, for each of a total oil sample, a naphtha fraction, a gas oil fraction, a vacuum gas oil fraction and a vacuum residue fraction, respectively. Each of the steps produces corresponding assigned assay values for the virtual assay 195, include including assigned assay values 145 pertaining to the total oil sample, assigned assay values 155 pertaining to a naphtha fraction, assigned assay values 165 pertaining to a gas oil fraction, assigned assay values 175 pertaining to a vacuum gas oil fraction and assigned assay values 185 pertaining to a vacuum residue fraction.
[0051] In certain embodiments, the steps are carried out in any predetermined sequence, or in no particular sequence, depending on the procedures in the calculation modules. In certain embodiments, the steps are carried out in parallel. The process herein uses a common analytical value, or set of analytical values, in conjunction with the set of constants and the density of the oil sample, for each of the assigned assay values (elemental composition values/physical properties/indicative properties) in the given virtual oil sample assay 195 produced at step 190. For instance, each of the steps 140, 150, 160, 170 and 180 are carried in any sequence and/or in parallel out as show using the equations herein for various analytical values or sets of analytical values.
[0052] The assigned assay values from each of the fractions and the total oil sample are compiled and presented as a virtual assay 195, which can be, for instance, printed or rendered on a display visible to, or otherwise communicated to, a user to understand the composition and properties of the crude. With the virtual assay 195, users such as customers, producers, refiners, and marketers can benchmark the oil quality. The virtual assay 195 can be used to guide decisions related to an appropriate refinery or refining unit, for processing the oil from which the oil sample is obtained, and/or for processing one or more of the fractions thereof. In addition the assigned assay values including the indicative properties are used to determine the engine/fuel performance or usability or flow characteristic or composition. This can be accomplished using the method and system herein without performing the customary extensive and time-consuming crude oil assays.
[0053] The assigned assay values for the virtual assay herein are calculated as a function of one or more analytical values, and the density of the oil sample, as denoted at (1).
AD=f(ρ,AV) (1)
[0054] where: [0055] AD is the assigned assay value (for example a value and/or property representative of an elemental composition value, a physical property or an indicative property); [0056] AV is an analytical value of the oil sample, wherein AV can be a single analytical value, or wherein AV can be AV(1) . . . AV(n) as plural analytical values of the oil sample, wherein n is an integer of 2 or more, in certain embodiments 2, 3 or 4; and [0057] ρ is the density of the oil sample, in certain embodiments a 15° C./4° C. density in units of kilograms per liter using the method described in ASTM D4052.
[0058] In certain embodiments an analytical value is a single AV, that is one of the aromatic, naphthenic or paraffinic carbon content of the oil sample, for example as determined by NMR spectrometry carried out on the oil sample. In further embodiments a set of analytical values includes AV(1) . . . AV(n) and represents two or more of aromatic, naphthenic and paraffinic carbon content of the oil sample, for example as determined by NMR spectrometry carried out on the oil sample. Advantageously, the method and system herein deploy analytical characterization by NMR spectroscopy to carry out analysis of the oil sample without fractionating, obtain an analytical value or set of analytical values based on the NMR spectroscopy analysis of the oil sample, and use the analytical value or set of analytical values, and the density of the oil sample, to obtain a plurality of assigned assay values (for example a value and/or property representative of an elemental composition value, a physical property or an indicative property) to produce a virtual assay of the oil sample. The NMR spectroscopy can include one or both of .sup.1H NMR spectroscopy and/or .sup.13C NMR spectroscopy as described herein.
[0059] In one embodiment, an assigned assay value is calculated used a third degree multi variable polynomial equation including the analytical value, the density of the oil sample, and a plurality of constants, for example predetermined by linear regression, as denoted in equation (2a).
AD=K.sub.AD+X1.sub.AD*AV+X2.sub.AD*AV.sup.2+X3.sub.AD*AV.sup.3+X4.sub.AD*ρ*AV (2a)
[0060] where: [0061] AD is the assigned assay value (for example a value and/or property representative of an elemental composition value, a physical property or an indicative property); [0062] AV is an analytical value of the oil sample; [0063] ρ is the density of the oil sample, in certain embodiments a 15° C./4° C. density in units of kilograms per liter using the method described in ASTM D4052; and [0064] K.sub.AD, X1.sub.AD, X2.sub.AD, X3.sub.AD, and X4.sub.AD are constants, for instance, developed using linear regression techniques (note that in certain embodiments and for certain assigned assay values, one or more of K.sub.AD, X1.sub.AD, X2.sub.AD, X3.sub.AD and X4.sub.AD is/are not used, or is/are zero).
[0065] In another embodiment, an assigned assay value is calculated used a third degree multi variable polynomial equation including the analytical value, the density of the oil sample, and a plurality of constants, for example predetermined by linear regression, as denoted in equation (2b).
AD=K.sub.AD+X1.sub.AD*ρ+X2.sub.AD*ρ.sup.2+X3.sub.AD*ρ.sup.3+X4.sub.AD*AV+X5.sub.AD*AV.sup.2+X6.sub.AD*AV.sup.3+X7.sub.AD*ρ*AV (2b)
[0066] where: [0067] AD is the assigned assay value (for example a value and/or property representative of an elemental composition value, a physical property or an indicative property); [0068] AV is an analytical value of the oil sample; [0069] ρ is the density of the oil sample, in certain embodiments a 15° C./4° C. density in units of kilograms per liter using the method described in ASTM D4052; and [0070] K.sub.AD, X1.sub.AD, X2.sub.AD, X3.sub.AD, X4.sub.AD, X5.sub.AD, X6.sub.AD and X7.sub.AD are constants, for instance, developed using linear regression techniques (note that in certain embodiments and for certain assigned assay values, one or more of K.sub.AD, X1.sub.AD, X2.sub.AD, X3.sub.AD, X4.sub.AD, X5.sub.AD, X6.sub.AD and X7.sub.AD is/are not used, or is/are zero).
[0071] Assigned assay values that can be determined and included for display or presentation to the user in the virtual assay produced using the systems and methods herein include one or more of: [0072] elemental composition of the oil sample and its fractions including the sulfur and nitrogen compositions; [0073] TAN (total acid number) of the oil sample; [0074] composition of certain desirable and undesirable compounds or types of compounds present in the oil sample and/or its fractions, including one or more of, micro carbon residue, C5-asphaltenes (the yield of asphaltenes using separation based on C5 paraffins as deasphalting solvent), paraffins, aromatics, and naphthenes; [0075] physical properties of the oil sample and/or its fractions including viscosity such as kinematic viscosity; [0076] indicative properties of the oil sample and/or its fractions, including one or more of cloud point, pour point, research octane number, cetane number and aniline point.
In certain embodiments, the assigned assay values can include yields of fractions from the oil sample, for example as mass fractions of boiling point ranges, including one or more of naphtha, gas oil, vacuum gas oil and vacuum residue. In certain embodiments, the assigned assay values can include composition information of hydrogen sulfide and/or mercaptans in the oil sample and/or its fractions. In certain embodiments, the assigned assay values can include elemental compositions of one or more of carbon, hydrogen, nickel, and vanadium. In certain embodiments, the assigned assay values can include physical properties of the oil sample and/or its fractions including one or more of API gravity and refractive index. In certain embodiments, the assigned assay values can include indicative properties of the oil sample and/or its fractions including one or more of flash point, freezing point and smoke point.
[0077] In certain embodiments, a method for producing a virtual assay of an uncharacterized oil sample is provided. The uncharacterized oil sample is characterized by a density, selected from the group consisting of crude oil, bitumen and shale oil, and characterized by naphtha, gas oil, vacuum gas oil and vacuum residue fractions. The virtual assay comprises a plurality of assigned data values. The uncharacterized oil sample is obtained, for instance the sample being between one to two milliliters in volume and not subject to any fractionation. A plurality of known data values (corresponding to the assigned data values used in the virtual assay) for known oil samples with known densities (which known oil samples exclude the uncharacterized oil sample) are obtained. This data is obtained from empirical data of a plurality of existing crude oil assays and/or analyses using conventional techniques including distillation and industry-established testing methods. One or more selected analytical techniques are carried out on the each of the known oil samples, and one or more analytical values are calculated for each of the known oil samples. The one or more selected analytical techniques are carried out on the uncharacterized oil sample, and one or more analytical values are calculated for the uncharacterized oil sample. Constants of a polynomial equation are obtained, and the polynomial equation is used to determine a plurality of assigned data values that make up the virtual assay of the uncharacterized oil sample. The polynomial equation is a function of density and the one or more analytical values of the uncharacterized oil sample. The constants of the polynomial equation are determined using a fitting method to fit the plurality of known data values of the plurality of known oil samples to the plurality of values of the density of the plurality of known oil samples and the plurality of the one or more analytical values for the plurality of known oil samples.
[0078] Rather than relying on conventional techniques including distillation and laborious, costly and time-consuming analytical methods to measure/identify data regarding the crude oil and/or its fractions including elemental composition, physical properties and indicative properties, as little as 1 gram of oil can be analyzed. From the analysis of a relatively small quantity of the oil sample, the assigned assay values are determined by direct calculation, without requiring distillation/fractionization.
[0079] NMR spectroscopy is the analytic characterization technique that is employed on a relatively small quality of an oil sample, such as crude oil. The analytic characterization system and corresponding technique is carried out using the full range of the oil sample, without fractionating. An analytical value, or set of analytical values, comprising or consisting of one or more of the aromatic, naphthenic or paraffinic carbon content of the oil sample obtained from said analytic characterization technique, is used to calculate and assign physical and indicative properties that are the requisite data for the virtual oil sample assay. The method and system provides insight into the properties of oil sample, the naphtha fraction, the gas oil fraction, the vacuum gas oil fraction, and the vacuum residue fraction, without fractionation/distillation (conventional crude oil assays). The virtual oil sample assay will help producers, refiners, and marketers benchmark the oil quality and, as a result, evaluate (qualitatively and economically) the oils without going thru costly and time consuming crude oil assays. Whereas a conventional crude oil assay method could take up to two months, the method and system herein can provide a virtual assay in less than one day and in certain embodiments less than 1-2 hours. In addition, the method and system herein carried out at 1% or less of the cost of a traditional assay requiring distillation/fractionization follows by individual testing for each type of property and for each fraction.
[0080] The systems and methods herein are implemented using an analytical value, or set of analytical values, derived from NMR spectroscopy data, as an analytical value in equations (1), and (2a) or (2b), above. Embodiments of such methods are described in the context of assigning an indicative property to a fraction of an oil sample in commonly owned U.S. Ser. No. 10/684,239B2, which is incorporated by reference herein in its entirety. In the systems and methods herein, and with reference to
[0081] The oil sample is prepared, step 115, by dissolving the oil sample in a suitable solvent for NMR spectroscopy. For example, a small quantity (for instance, about 5-25 mg of the oil sample for .sup.1H NMR spectroscopy, or about 50-100 mg of the oil sample for 13C NMR spectroscopy) of an oil sample is dissolved in an effective quantity of a suitable NMR spectroscopy solvent, such as 0.5-5, 0.5-2 or 0.5-1.5 ml of deuterated solvents such as chloroform-D, acetone-D6, benzene-D6, deuterium oxide (D2O), DMSO-D6, ethanol-D6 and/or methanol-D4, or other solvent known in NMR spectroscopy, to form a solution that is in the range of about 20-50, 30-50 35-50 or 35-45% w/v (grams of solute per 100 milliliters of solution).
[0082] The solution is analyzed, step 120, and the NMR spectrum is obtained. Step 120 is carried out and the analytic characterization data, the NMR spectrum, is entered into the computer system 400 described herein with respect to
[0083] One or more analytical values are obtained, step 130, from the spectrum. The analytical values obtained from NMR spectroscopy data include the aromatic content, the naphthenic content and the paraffinic content of the oil sample. Step 130 is carried out, for example, by execution by the processor 420 of one or more modules stored in the program storage memory CS70, and the analytical value or set of analytical values 135, which is one or more of the aromatic content, the naphthenic content and/or the paraffinic content of the oil sample, are stored in the program storage memory 470 or the data storage memory 480, for use in the modules determining the assigned data values. In certain embodiments, the density of the oil sample, provided at step 110, is stored in the program storage memory 470 or the data storage memory 480, for use in the modules determining the assigned data values; this can be carried out by a raw data receiving module stored in the program storage memory 470.
[0084] The assigned data values including virtual assay data 145 pertaining to the total oil sample, virtual assay data 155 pertaining to a naphtha fraction, virtual assay data 165 pertaining to a gas oil fraction, virtual assay data 175 pertaining to a vacuum gas oil fraction and virtual assay data 185 pertaining to a vacuum residue fraction, are obtained according to the functions described herein, for example, in the corresponding steps 140, 150, 160, 170 and 180. The constants used for determining the assigned data values, are provided at step 105 and are stored in the program storage memory 470 or the data storage memory 480, for use in the modules determining the assigned data values. The steps for obtaining the assigned data values are carried out, for example, by execution by the processor 420 of one or more modules stored in the program storage memory 470, and the several assigned data values are calculated and stored in the data storage memory 480, presented on the display 410 and/or presented to the user by some other output device such as a printer.
[0085] NMR spectra are obtained by a suitable known or to be developed nuclear magnetic resonance spectrometer. NMR is a property that magnetic nuclei have under a magnetic field and applied electromagnetic (EM) pulse or pulses, which causes the nuclei to absorb energy from the EM pulse and radiate this energy back out. The energy radiated back out is at a specific resonance frequency which depends on the strength of the magnetic field and other factors. This allows the observation of specific quantum mechanical magnetic properties of an atomic nucleus. Many scientific techniques exploit NMR phenomena to study molecular physics, crystals and non-crystalline materials through NMR spectroscopy. NMR spectroscopy is a technique which exploits the magnetic properties of certain nuclei.
[0086] All stable isotopes that contain an odd number of protons and/or of neutrons have an intrinsic magnetic moment and angular momentum, in other words a nonzero spin, while all nuclides with even numbers of both have spin 0. The most commonly studied nuclei are .sup.1H (the most NMR-sensitive isotope after the radioactive .sup.3H) and .sup.13C, although nuclei from isotopes of many other elements (e.g. .sup.2H, .sup.10B, .sup.11B, .sup.14N, .sup.15N, .sup.17O, .sup.19F, .sup.23Na, .sup.29Si, .sup.31P, .sup.35Cl, .sup.113Cd, .sup.129Xe, .sup.195Pt) are studied by high-field NMR spectroscopy as well.
[0087] NMR is a technique for determining the structure of organic compounds. NMR is non-destructive, and with modern instruments good data can be obtained from samples weighing less than a milligram. When a sample is placed in a magnetic field, NMR active nuclei (such as .sup.1H or .sup.13C) absorb at a frequency characteristic of the isotope. The resonant frequency, energy of the absorption and the intensity of the signal are proportional to the strength of the magnetic field. For example, in a 21 tesla magnetic field, protons resonate at 900 MHz. It is common to refer to a 21 T magnet as a 900 MHz magnet, although different nuclei resonate at a different frequency at this field strength.
[0088] In one embodiment, the determination of the assigned data is carried out using variables comprising or consisting of: a compositional quantity of the oil sample, as determined by a .sup.13C NMR spectra of the oil sample, such as one or more of the aromatic content of the oil sample, the paraffinic content of the oil sample, and/or the naphthenic content of the oil sample; and the density of the oil sample. In another embodiment, the determination of the assigned data is carried out using variables comprising or consisting of the aromatic content of the oil sample, as determined by a .sup.1H NMR spectra of the oil sample, and the density of the oil sample. This determination is, for example, represented as step 110 in
AD=f(ρ,C.sub.A) (3)
[0089] where: [0090] AD is the assigned data value (for example a value and/or property representative of an elemental composition value, a physical property or an indicative property); [0091] C.sub.A=aromatic content of the oil sample as determined by NMR spectroscopy, for instance .sup.13C NMR or .sup.1H NMR; and [0092] ρ is the density of the oil sample, in certain embodiments a 15° C./4° C. density in units of kilograms per liter using the method described in ASTM D4052.
For example, this relationship can be expressed as follows:
[0093] where AD, C.sub.A and ρ are as in equation (3), and where: [0094] K.sub.AD, X1.sub.AD, X2.sub.AD, X3.sub.AD, X4.sub.AD, X5.sub.AD, X6.sub.AD and X7.sub.AD are constants, for instance, developed using linear regression techniques, for each AD to be determined (note that in certain embodiments and for certain assigned assay values, one or more of K.sub.AD, X1.sub.AD, X2.sub.AD, X3.sub.AD, XLI-AD, X5.sub.AD, X6.sub.AD and X7.sub.AD is/are not used, or is/are zero).
[0095] Using the equation (4), one or more assigned data values AD are determined using the analytical value C.sub.A as determined by a .sup.13C NMR or .sup.1H NMR spectra of the oil sample, and the density of the oil sample. Note that in equation (4), an analytical value C.sub.A is used representative of the aromatic content of the oil sample, the desired AD values can also be obtained using the paraffinic content of the oil sample (C.sub.P) or the naphthenic content of the oil sample (C.sub.N). Further, it is possible to obtain the desired AD values using a combination of two or more of C.sub.A, C.sub.P or C.sub.N.
[0096] Tables 3A and 3B lists assigned data for a virtual assay of an oil sample under investigation, with descriptions, abbreviations and units, for each assigned data property for the naphtha fraction, the gas oil fraction, the vacuum gas oil fraction, the vacuum residue fraction and the overall oil sample. Tables 3A and 3B further provides exemplary constants, for instance, developed using linear regression techniques, for plural assigned data values to be determined based on the density of the oil sample and either .sup.13C NMR spectra data related to of the oil sample (Table 3A) or .sup.1H NMR spectra data related to of the oil sample (Table 3B). These constants are used in the Examples 1 and 2 below with the calculated values provided in Tables 4A and 4B compared to the actual values as determined by a conventional crude oil assay. Note that constants can also be developed in embodiments in which C.sub.P, C.sub.N, or a combination of two or more of C.sub.A, C.sub.P or C.sub.N are used as the analytical value(s).
[0097] The constants, for example as in Tables 3A and/or 3B, are stored as in step 105 in the process flow diagram of
[0098] In certain embodiments, the assigned data values including virtual assay data 145 pertaining to the total oil sample, virtual assay data 155 pertaining to a naphtha fraction, virtual assay data 165 pertaining to a gas oil fraction, virtual assay data 175 pertaining to a vacuum gas oil fraction and virtual assay data 185 pertaining to a vacuum residue fraction. This data is obtained according to the function (3) described above (for example expressed as in equation (4) described above), for example, with the corresponding modules/steps 140, 150, 160, 170 and 180.
[0099] In certain embodiments, the analytical value or set of analytical values obtained as in step 130 is/are determined by identifying peaks of the spectra, and by integrating peaks under those spectra.
Example 1
[0100] A crude oil sample, as the oil sample under investigation, was prepared into a solution and analyzed by .sup.13C NMR spectrometry according to the methods described herein.
[0101] In step 320, analytic characterization of the oil sample prepared as in step 315, without fractionation, is carried out, obtaining .sup.13C NMR spectra for an oil sample as shown in
[0102] .sup.13C NMR was performed and an inverse gated WALTZ-16 modulated decoupling mode was used to suppress nuclear Overhauser enhancement. The experimental parameters were: 30 degree pulse length of 2.7 us with a relaxation delay of 10 s, 1.69 s acquisition time, 128 K time domain data, 35878 Hz spectra width and typical 6000 repetitions were employed. Data was processed with 5 Hz line broadening.
[0103] In step 330, an analytical value is determined, based on aromatic carbons being identified on a different region of the spectra stored in step 325. The analytical value is stored at step 335. The amount of aromatic carbon was determined by integrating the peaks identified. The carbon types were determined in the spectrum as follows: Aromatic Region (165-100 ppm); Aliphatic Region (75-5 ppm). As for the paraffinic and naphthenic, the 75-5 ppm region of the spectrum can be used to define integrals wherever a paraffin resonance is found. In this area total paraffinic carbons can be determined. It is assumed that all narrow resonances are paraffinic, and that any obvious broader NMR peak groups that represent a superposition of narrow paraffinic resonances are 100% paraffinic. The naphthenic humps can be removed from the spectrum first to determine the paraffinic carbons. The difference between the total paraffinic carbon and the paraffinic carbon determined the total naphthenic carbon.
[0104] A sample of Arabian medium crude with a density of 0.8828 Kg/l (15° C./4° C. density using the method described in ASTM D4052) was analyzed by .sup.13C NMR spectroscopy. The oil sample fractional weight composition is 0.279 naphthenic, 0.529 paraffinic, and 0.192 aromatic carbon. The aromatic carbon corresponds to the variable C.sub.A herein, determined at step 330, which in equation (4) herein is expressed as a weight percent, 19.2 W %.
[0105] The variable C.sub.A, stored at step 335, is applied to step 390. At step 390, Equation (4) and the constants from Table 3A are applied for each of the listed ADs, using the variable C.sub.A stored at step 335, the constants stored at step 305, and the density of the oil sample stored at step 310, as shown below. Each of the determined ADs can be added to the virtual assay of the oil sample. For example, this can be carried out as one step, or as plural steps, for instance, similar to steps 140, 150, 160, 170 and 180 described herein in conjunction with
[0106] Equation (4) is applied to each of the ADs that make up the virtual assay including those identified in Table 3A, using the corresponding units. In addition, the constants denoted in Table 3A are used as the constants K.sub.AD, X1.sub.AD, X2.sub.AD, X3.sub.AD, X4.sub.AD, X5.sub.AD, X6.sub.AD and X7.sub.AD) in equation (4); the value C.sub.A, determined to be 19.2 W % based on the spectrum in
Example 2
[0107] A crude oil sample, as the oil sample under investigation, was prepared into a solution and analyzed by .sup.1H NMR spectrometry according to the methods described herein.
[0108] In step 320, analytic characterization of the oil sample prepared as in step 315, without fractionation, is carried out, obtaining .sup.1H NMR spectra for an oil sample as shown in
[0109] .sup.1H NMR was performed using 16 scan numbers, 45 degree pulse length of 4.75 us, 5 s relaxation delay, 3 s acquisition time, 10 K time domain data, 15060 Hz spectra width and, 64 repetitions. The experimental parameters were: 30 degree pulse length of 2.7 μs with a relaxation delay of 10 s, 1.69 s acquisition time, 128 K time domain data, 35878 Hz spectra width and typical 6000 repetitions were employed. Data was processed with 5 Hz line broadening.
[0110] In step 330, an analytical value is determined, based on aromatic carbons being identified on a different region of the spectra stored in step 325. The analytical value is stored at step 335. The paraffinic and aromatic hydrogens can be determined in the spectrum in the following regions as the analytical values, in step 330:
TABLE-US-00001 Hydrogen Type Shift in Spectrum Methyl (CH.sub.3) protons of alkyl chains (γ) 0.5-1.0 ppm or further from the aromatic ring or methyl protons (CH.sub.3) of saturated compounds (HS.sub.CH3). Methylene (CH.sub.2) and methane (CH) protons of 1.00-2.00 ppm alkyl chains (β) or further to ring and methyl (CH.sub.3) protons (β) to the ring (HSβ + γ). Aromatic proton 6.00-10.00 ppm HS—Hydrogen Saturated
[0111] A sample of Arabian medium crude with a density of 0.8828 Kg/l (15° C./4° C. density using the method described in ASTM D4052) was analyzed by .sup.1H NMR spectroscopy. The aliphatic content H (%) types, determined from
[0112] The variable C.sub.A, stored at step 335, is applied to step 390. At step 390, Equation (4) and the constants from Table 3B are applied for each of the listed ADs, using the variable C.sub.A stored at step 335, the constants stored at step 305, and the density of the oil sample stored at step 310, as shown below. Each of the determined ADs can be added to the virtual assay of the oil sample. For example, this can be carried out as one step, or as plural steps, for instance, similar to steps 140, 150, 160, 170 and 180 described herein in conjunction with
[0113] Equation (4) is applied to each of the ADs that make up the virtual assay including those identified in Table 3B, using the corresponding units. In addition, the constants denoted in Table 3B are used as the constants K.sub.AD, X1.sub.AD, X2.sub.AD, X3.sub.AD, X4.sub.AD, X5.sub.AD, X6.sub.AD and X7.sub.AD) in equation (4); the value C.sub.A, determined to be 16.67 W % based on the spectrum in
[0114]
[0115] Program storage memory 470 and data storage memory 480 can each comprise volatile (RAM) and non-volatile (ROM) memory units and can also comprise hard disk and backup storage capacity, and both program storage memory 470 and data storage memory 480 can be embodied in a single memory device or separated in plural memory devices. Program storage memory 470 stores software program modules and associated data and stores one or more of: a raw data receiving module 471, having one or more software programs adapted to receive the analytic characterization data 125, for instance obtained at step 120 in the process flow diagram of
[0116] It is to be appreciated that the computer system 400 can be any computer such as a personal computer, minicomputer, workstation, mainframe, a dedicated controller such as a programmable logic controller, or a combination thereof. While the computer system 400 is shown, for illustration purposes, as a single computer unit, the system can comprise a group of computers which can be scaled depending on the processing load and database size.
[0117] Computer system 400 generally supports an operating system, for example stored in program storage memory 470 and executed by the processor 420 from volatile memory. According to an embodiment of the invention, the operating system contains instructions for interfacing computer system 400 to the Internet and/or to private networks.
[0118] Note that steps 110 and 120 can be carried out separate from or within the computer system 400. For example, step 110 can be carried out and the data entered into the computer system 400, for example via data storage memory 480, or as a single value incorporated in the program storage memory 470 for one or more of the modules. Step 120 can be carried out and the analytic characterization data entered into the computer system 400, for example via data storage memory 480, represented as the analytic characterization data 125.
[0119] In alternate embodiments, the present invention can be implemented as a computer program product for use with a computerized computing system. Those skilled in the art will readily appreciate that programs defining the functions of the present invention can be written in any appropriate programming language and delivered to a computer in any form, including but not limited to: (a) information permanently stored on non-writeable storage media (e.g., read-only memory devices such as ROMs or CD-ROM disks); (b) information alterably stored on writeable storage media (e.g., floppy disks and hard drives); and/or (c) information conveyed to a computer through communication media, such as a local area network, a telephone network, or a public network such as the Internet. When carrying computer readable instructions that implement the present invention methods, such computer readable media represent alternate embodiments of the present invention.
[0120] As generally illustrated herein, the system embodiments can incorporate a variety of computer readable media that comprise a computer usable medium having computer readable code means embodied therein. One skilled in the art will recognize that the software associated with the various processes described can be embodied in a wide variety of computer accessible media from which the software is loaded and activated. Pursuant to In re Beauregard, 35 U.S.P.Q.2d 1383 (U.S. Pat. No. 5,710,578), the present invention contemplates and includes this type of computer readable media within the scope of the invention. In certain embodiments, pursuant to In re Nuuten, 500 F.3d 1346 (Fed. Cir. 2007) (U.S. patent application Ser. No. 09/211,928), the scope of the present claims is limited to computer readable media, wherein the media is both tangible and non-transitory.
[0121] It is to be understood that like numerals in the drawings represent like elements through the several figures, and that not all components and/or steps described and illustrated with reference to the figures are required for all embodiments or arrangements. Further, the terminology used herein is for the purpose of describing particular embodiments only and is not intended to be limiting of the invention. As used herein, the singular forms “a”, “an” and “the” are intended to include the plural forms as well, unless the context clearly indicates otherwise. It will be further understood that the terms “including,” “comprising,” or “having,” “containing,” “involving,” and variations thereof herein, when used in this specification, specify the presence of stated features, integers, steps, operations, elements, and/or components, but do not preclude the presence or addition of one or more other features, integers, steps, operations, elements, components, and/or groups thereof.
[0122] It should be noted that use of ordinal terms such as “first,” “second,” “third,” etc., in the claims to modify a claim element does not by itself connote any priority, precedence, or order of one claim element over another or the temporal order in which acts of a method are performed, but are used merely as labels to distinguish one claim element having a certain name from another element having a same name (but for use of the ordinal term) to distinguish the claim elements.
[0123] Notably, the figures and examples above are not meant to limit the scope of the present disclosure to a single implementation, as other implementations are possible by way of interchange of some or all the described or illustrated elements. Moreover, where certain elements of the present disclosure can be partially or fully implemented using known components, only those portions of such known components that are necessary for an understanding of the present disclosure are described, and detailed descriptions of other portions of such known components are omitted so as not to obscure the disclosure. In the present specification, an implementation showing a singular component should not necessarily be limited to other implementations including a plurality of the same component, and vice-versa, unless explicitly stated otherwise herein. Moreover, applicants do not intend for any term in the specification or claims to be ascribed an uncommon or special meaning unless explicitly set forth as such. Further, the present disclosure encompasses present and future known equivalents to the known components referred to herein by way of illustration.
[0124] The foregoing description of the specific implementations will so fully reveal the general nature of the disclosure that others can, by applying knowledge within the skill of the relevant art(s), readily modify and/or adapt for various applications such specific implementations, without undue experimentation, without departing from the general concept of the present disclosure. Such adaptations and modifications are therefore intended to be within the meaning and range of equivalents of the disclosed implementations, based on the teaching and guidance presented herein. It is to be understood that the phraseology or terminology herein is for the purpose of description and not of limitation, such that the terminology or phraseology of the present specification is to be interpreted by the skilled artisan in light of the teachings and guidance presented herein, in combination with the knowledge of one skilled in the relevant art(s). It is to be understood that dimensions discussed or shown are drawings are shown accordingly to one example and other dimensions can be used without departing from the disclosure.
[0125] The subject matter described above is provided by way of illustration only and should not be construed as limiting. Various modifications and changes can be made to the subject matter described herein without following the example embodiments and applications illustrated and described, and without departing from the true spirit and scope of the invention encompassed by the present disclosure, which is defined by the set of recitations in the following claims and by structures and functions or steps which are equivalent to these recitations.
TABLE-US-00002 TABLE 1 Fraction Boiling Point, ° C. Methane −161.5 Ethane −88.6 Propane −42.1 Butanes −6.0 Light Naphtha 36-90 Mid Naphtha 90-160 Heavy Naphtha 160-205 Light gas Oil 205-260 Mid Gas Oil 260-315 Heavy gas Oil 315-370 Light Vacuum Gas Oil 370-430 Mid Vacuum Gas Oil 430-480 Heavy vacuum gas oil 480-565 Vacuum Residue 565+
TABLE-US-00003 TABLE 2 Property Unit Property Type Fraction Yield W % or V % Yield All API Gravity ° Physical All Kinematic Viscosity @ 38° C. cSt Physical Fraction boiling >250° C. Refractive Index @ 20° C. Unitless Physical Fraction boiling <400° C. Sulfur W % or ppmw Composition All Mercaptan Sulfur W % Composition Fraction boiling <250° C. Nickel ppmw Composition Fraction boiling >400° C. Vanadium ppmw Composition Fraction boiling >400° C. Nitrogen ppmw Composition All Flash Point ° C. Indicative All Cloud Point ° C. Indicative Fraction boiling >250° C. Pour Point ° C. Indicative Fraction boiling >250° C. Freezing Point ° C. Indicative Fraction boiling >250° C. Micro Carbon Residue W % Indicative Fraction boiling >300° C. Smoke Point mm Indicative Fraction boiling between 150-250° C. Octane Number Unitless Indicative Fraction boiling <250° C. Cetane Index Unitless Indicative Fraction boiling between 150-400° C. Aniline Point ° C. Indicative Fraction boiling <520° C.
TABLE-US-00004 TABLE 3A (.sup.13C NMR Constants) Fraction property Units K.sub.AD X1.sub.AD Naphtha Aromatics (Aro) W % 4.383473E+05 −1.513955E+06 Hydrogen (H) W % 1.160581E+05 −4.015403E+05 Paraffins (P) W % 5.099900E+06 −1.764386E+07 Sulfur (S) ppmw −7.321928E+04 0.000000E+00 Octane Number (ON) Unitless −1.425731E+06 4.928880E+06 Gas Oil (GO) Aniline Point (AP) ° C. −8.558367E+05 2.946807E+06 Cetane Number (CN) Unitless −1.571669E+06 5.412189E+06 Cloud Point (CP) ° C. −2.082605E+05 7.175737E+05 Nitrogen (N) Ppmw −6.743466E+06 2.318239E+07 Sulfur (S) Ppmw −3.816906E+08 1.307541E+09 Kinematic Viscosity @40° C. cSt 8.608852E+04 −2.962618E+05 Pour Point (PP) ° C. −9.503448E+05 3.275950E+06 Vacuum Gas Oil (VGO) Nitrogen (N) ppmw 1.683524E+05 0.000000E+00 Sulfur (S) ppmw −8.212243E+06 0.000000E+00 Vacuum Residue (VR) Micro Carbon Residue (MCR) W % −5.108407E+02 0.000000E+00 Sulfur (S) ppmw −1.482555E+07 0.000000E+00 Oil Sample C5-Asphaltenes (C5A) W % −3.923691E+04 1.346321E+05 Micro Carbon Resid (MCR) W % −4.522094E+05 1.555152E+06 Pour Point (PP) ° C. −1.117584E+06 3.860835E+06 Kinematic Viscosity @100° C. cSt −4.980508E+05 1.719682E+06 Kinematic Viscosity @70° C. cSt −1.395790E+06 4.821851E+06 Nitrogen (N) ppmw −2.995704E+07 1.025450E+08 Sulfur (S) ppmw −3.222743E+09 1.108390E+10 Total Acid Number (TAN) mg KOH/100 g 4.457678E+04 −1.534633E+05 Aromatics (Aro) W % −5.721262E+05 1.967302E+06 Fraction property Units X2.sub.AD X3.sub.AD Naphtha Aromatics (Aro) W % 1.743239E+06 −6.689082E+05 Hydrogen (H) W % 4.621325E+05 −1.769934E+05 Paraffins (P) W % 2.030860E+07 −7.781123E+06 Sulfur (S) Ppmw 0.000000E+00 −1.950211E+05 Octane Number (ON) Unitless −5.666714E+06 2.167933E+06 Gas Oil (GO) Aniline Point (AP) ° C. −3.378844E+06 1.287670E+06 Cetane Number (CN) Unitless −6.201829E+06 2.361664E+06 Cloud Point (CP) ° C. −8.212430E+05 3.119740E+05 Nitrogen (N) ppmw −2.652216E+07 1.008884E+07 Sulfur (S) ppmw −1.496824E+09 5.702632E+08 Kinematic Viscosity @40° C. cSt 3.397190E+05 −1.294905E+05 Pour Point (PP) ° C. −3.751481E+06 1.426742E+06 Vacuum Gas Oil (VGO) Nitrogen (N) ppmw 0.000000E+00 6.818106E+04 Sulfur (S) ppmw 0.000000E+00 −2.971610E+06 Vacuum Residue (VR) Micro Carbon Resid (MCR) W % 0.000000E+00 2.004023E+02 Sulfur (S) ppmw 0.000000E+00 −6.460949E+06 Oil Sample C5-Asphaltenes (C5A) W % −1.546722E+05 5.914122E+04 Micro Carbon Resid (MCR) W % −1.783018E+06 6.797144E+05 Pour Point (PP) ° C. −4.427401E+06 1.685868E+06 Kinematic Viscosity @100° C. cSt −1.981560E+06 7.602703E+05 Kinematic Viscosity @70° C. cSt −5.555062E+06 2.130707E+06 Nitrogen (N) ppmw −1.173272E+08 4.472437E+07 Sulfur (S) ppmw −1.269441E+10 4.832808E+09 Total Acid Number (TAN) mg KOH/100 g 1.756245E+05 −6.676409E+04 Aromatics (Aro) W % −2.250495E+06 8.555141E+05 Fraction property Units X4.sub.AD X5.sub.AD Naphtha Aromatics (Aro) W % −2.972464E+01 1.833654E+00 Hydrogen (H) W % 4.009395E+01 −5.072789E−01 Paraffins (P) W % 1.503933E+03 −2.391394E+01 Sulfur (S) ppmw 1.342248E+04 −2.524415E+03 Octane Number (ON) Unitless −5.034513E+02 7.360403E+00 Gas Oil (GO) Aniline Point (AP) ° C. −1.124544E+02 −1.834457E+01 Cetane Number (CN) Unitless −4.308189E+02 −2.279396E+01 Cloud Point (CP) ° C. −1.232733E+02 −1.500016E+00 Nitrogen (N) ppmw −1.582529E+03 −7.382320E+01 Sulfur (S) ppmw 1.774740E+05 −1.667278E+04 Kinematic Viscosity @40° C. cSt 4.670084E+00 2.171391E+00 Pour Point (PP) ° C. −5.512221E+02 −2.376291E+00 Vacuum Gas Oil (VGO) Nitrogen (N) ppmw −2.979714E+04 2.419057E+03 Sulfur (S) ppmw 1.455933E+06 −1.172565E+05 Vacuum Residue (VR) Micro Carbon Resid (MCR) W % 1.117165E+02 −5.444836E+00 Sulfur (S) ppmw 2.627603E+06 −2.206595E+05 Oil Sample C5-Asphaltenes (C5A) W % 3.135805E+01 −2.546801E+00 Micro Carbon Resid (MCR) W % 2.162527E+01 −1.312358E+01 Pour Point (PP) ° C. −7.880369E+02 4.613564E+00 Kinematic Viscosity @100° C. cSt 1.068088E+02 −1.210505E+01 Kinematic Viscosity @70° C. cSt 1.370296E+02 −2.522038E+01 Nitrogen (N) ppmw 1.652052E+04 −1.056514E+03 Sulfur (S) ppmw −4.959163E+05 −6.196289E+04 Total Acid Number (TAN) mg KOH/100 g 2.070862E+01 3.016398E−01 Aromatics (Aro) W % −1.748375E+02 −7.823378E+00 Fraction property Units X6.sub.AD X7.sub.AD Naphtha Aromatics (Aro) W % −3.524826E−02 −2.038192E+00 Hydrogen (H) W % 9.017158E−03 −3.514183E+01 Paraffins (P) W % 4.366753E−01 −1.227256E+03 Sulfur (S) ppmw 5.299601E+01 2.985637E+04 Octane Number (ON) Unitless −1.369374E−01 4.268691E+02 Gas Oil (GO) Aniline Point (AP) ° C. 3.557543E−01 4.840990E+02 Cetane Number (CN) Unitless 4.381017E−01 9.386868E+02 Cloud Point (CP) ° C. 2.963538E−02 1.695027E+02 Nitrogen (N) ppmw 1.526892E+00 3.157442E+03 Sulfur (S) ppmw 3.249490E+02 1.198579E+05 Kinematic Viscosity @40° C. cSt −4.205263E−02 −4.744923E+01 Pour Point (PP) ° C. 3.803047E−02 6.835072E+02 Vacuum Gas Oil (VGO) Nitrogen (N) ppmw −4.881878E+01 −1.113681E+04 Sulfur (S) ppmw 2.376839E+03 5.152892E+05 Vacuum Residue (VR) Micro Carbon Resid (MCR) W % 1.169339E−01 −3.422130E+01 Sulfur (S) ppmw 4.477281E+03 1.093089E+06 Oil Sample C5-Asphaltenes (C5A) W % 5.001134E−02 1.300803E+01 Micro Carbon Resid (MCR) W % 2.568410E−01 2.277559E+02 Pour Point (PP) ° C. −1.030613E−01 8.225115E+02 Kinematic Viscosity @100° C. cSt 2.347595E−01 1.129028E+02 Kinematic Viscosity @70° C. cSt 4.907170E−01 3.311247E+02 Nitrogen (N) ppmw 2.079086E+01 1.372267E+03 Sulfur (S) ppmw 1.196844E+03 1.772612E+06 Total Acid Number (TAN) mg KOH/100 g −5.458524E−03 −2.987423E+01 Aromatics (Aro) W % 1.602398E−01 3.432393E+02
TABLE-US-00005 TABLE 3B (.sup.3H NMR Constants) Fraction property Units K.sub.AD X1.sub.AD Naphtha Aromatics (Aro) W % 1.163326E+06 −4.058109E+06 Hydrogen (H) W % −2.994033E+05 1.040358E+06 Paraffins (P) W % −1.251204E+07 4.363847E+07 Sulfur (S) ppmw −2.266078E+06 0.000000E+00 Octane Number Unitless 3.222716E+06 −1.124218E+07 (ON) Gas Oil (GO) Aniline Point (AP) ° C. 1.250720E+05 −4.586701E+05 Cetane Number Unitless 1.882123E+05 −6.634751E+05 (CN) Cloud Point (CP) ° C. −1.835473E+05 7.234794E+05 Nitrogen (N) ppmw −1.363808E+06 6.103463E+06 Sulfur (S) ppmw 2.467374E+08 −9.290318E+08 Kinematic Viscosity cSt −2.391398E+04 9.120858E+04 @40° C. Pour Point (PP) ° C. −1.988544E+04 5.817089E+04 Vacuum Gas Oil Nitrogen (N) ppmw 2.192772E+06 0.000000E+00 (VGO) Sulfur (S) ppmw −1.165167E+08 0.000000E+00 Vacuum Residue Micro Carbon W % −1.701664E+04 0.000000E+00 (VR) Residue (MCR) Sulfur (S) ppmw −2.217164E+08 0.000000E+00 Oil Sample C5-Asphaltenes W % −2.494203E+03 1.867019E+04 (C5A) Micro Carbon W % −1.744558E+04 1.026002E+05 Resid (MCR) Pour Point (PP) ° C. −1.427440E+06 5.265152E+06 Kinematic Viscosity cSt −1.701958E+05 5.995657E+05 @100° C. Kinematic Viscosity cSt −6.520504E+05 2.295680E+06 @70° C. Nitrogen (N) ppmw −4.700356E+07 1.770995E+08 Sulfur (S) ppmw 6.903462E+08 −2.628437E+09 Total Acid Number mg KOH/100 g −4.384825E+02 3.440653E+03 (TAN) Aromatics (Aro) W % −4.404178E+05 1.702112E+06 Fraction property Units X2.sub.AD X3.sub.AD Naphtha Aromatics (Aro) W % 4.666524E+06 −1.784121E+06 Hydrogen (H) W % −1.196856E+06 4.575169E+05 Paraffins (P) W % −5.015232E+07 1.915255E+07 Sulfur (S) ppmw 0.000000E+00 1.034842E+06 Octane Number Unitless 1.291482E+07 −4.936654E+06 (ON) Gas Oil (GO) Aniline Point (AP) ° C. 5.168471E+05 −1.934881E+05 Cetane Number Unitless 7.481995E+05 −2.806777E+05 (CN) Cloud Point (CP) ° C. −8.119692E+05 3.040765E+05 Nitrogen (N) ppmw −6.723171E+06 2.365396E+06 Sulfur (S) ppmw 1.049766E+09 3.954521E+08 Kinematic Viscosity cSt −1.026546E+05 3.832798E+04 @40° C. Pour Point (PP) ° C. −7.138175E+04 3.362130E+04 Vacuum Gas Oil Nitrogen (N) ppmw 0.000000E+00 −2.816074E+06 (VGO) Sulfur (S) ppmw 0.000000E+00 1.221790E+08 Vacuum Residue Micro Carbon W % 0.000000E+00 −6.504249E+03 (VR) Resid (MCR) Sulfur (S) ppmw 0.000000E+00 2.207459E+08 Oil Sample C5-Asphaltenes W % −2.032909E+04 7.181490E+03 (C5A) Micro Carbon W % −1.123896E+05 4.008372E+04 Resid (MCR) Pour Point (PP) ° C. −5.980621E+06 2.282122E+06 Kinematic Viscosity cSt −7.010785E+05 2.738228E+05 @100° C. Kinematic Viscosity cSt −2.659812E+06 1.027965E+06 @70° C. Nitrogen (N) ppmw −2.003972E+08 7.556116E+07 Sulfur (S) ppmw 2.965960E+09 −1.113030E+09 Total Acid Number mg KOH/100 g 3.567070E+03 9.656335E+02 (TAN) Aromatics (Aro) W % −1.902740E+06 7.050713E+05 Fraction property Units X4.sub.AD X5.sub.AD Naphtha Aromatics (Aro) W % 2.608251E+03 −1.356925E+02 Hydrogen (H) W % −4.082172E+02 1.520738E+01 Paraffins (P) W % −2.895214E+04 1.408330E+03 Sulfur (S) ppmw 4.836396E+05 −2.409214E+04 Octane Number Unitless 7.715215E+03 −4.310522E+02 (ON) Gas Oil (GO) Aniline Point (AP) ° C. 2.123427E+03 −1.350716E+02 Cetane Number Unitless 1.544768E+03 −9.610425E+01 (CN) Cloud Point (CP) ° C. −6.177373E+03 4.088776E+02 Nitrogen (N) ppmw −9.806325E+04 5.674525E+03 Sulfur (S) ppmw 5.375383E+06 −3.533174E+05 Kinematic Viscosity cSt −6.161637E+02 3.920660E+01 @40° C. Pour Point (PP) ° C. 9.506873E+02 −2.604452E+01 Vacuum Gas Oil Nitrogen (N) ppmw −5.123373E+05 1.197606E+04 (VGO) Sulfur (S) ppmw 2.651072E+07 −8.036516E+05 Vacuum Residue Micro Carbon W % 3.268210E+03 −2.661028E+02 (VR) Resid (MCR) Sulfur (S) ppmw 5.019316E+07 −1.608002E+06 Oil Sample C5-Asphaltenes W % −6.463805E+02 4.106220E+01 (C5A) Micro Carbon W % −2.762549E+03 1.742477E+02 Resid (MCR) Pour Point (PP) ° C. −2.276137E+04 1.636370E+03 Kinematic Viscosity cSt −1.500529E+02 1.608732E+01 @100° C. Kinematic Viscosity cSt −1.675382E+03 1.174908E+02 @70° C. Nitrogen (N) ppmw −1.024873E+06 6.741529E+04 Sulfur (S) ppmw 1.704711E+07 −1.102014E+06 Total Acid Number mg KOH/100 g −1.371396E+02 6.954937E+00 (TAN) Aromatics (Aro) W % −1.327669E+04 8.391171E+02 Fraction property Units X6.sub.AD X7.sub.AD Naphtha Aromatics (Aro) W % 3.042355E+00 −6.795217E+02 Hydrogen (H) W % −3.505713E−01 2.157202E+02 Paraffins (P) W % −3.142702E+01 9.072928E+03 Sulfur (S) ppmw 5.676464E+02 −1.659332E+05 Octane Number Unitless 9.390150E+00 −1.289485E+03 (ON) Gas Oil (GO) Aniline Point (AP) ° C. 2.976595E+00 −9.660136E+01 Cetane Number Unitless 2.085601E+00 −7.722152E+01 (CN) Cloud Point (CP) ° C. −8.926625E+00 −5.786703E+01 Nitrogen (N) ppmw −1.273849E+02 1.602908E+04 Sulfur (S) ppmw 7.704385E+03 1.769561E+04 Kinematic Viscosity cSt −8.636547E−01 2.772162E+01 @40° C. Pour Point (PP) ° C. 7.084948E−01 −7.386625E+02 Vacuum Gas Oil Nitrogen (N) ppmw −3.516192E+02 4.475853E+05 (VGO) Sulfur (S) ppmw 2.152101E+04 −1.942172E+07 Vacuum Residue Micro Carbon W % 5.676002E+00 9.972868E+02 (VR) Resid (MCR) Sulfur (S) ppmw 4.240295E+04 −3.509076E+07 Oil Sample C5-Asphaltenes W % −9.083984E−01 3.318774E+01 (C5A) Micro Carbon W % −3.850013E+00 1.598952E+02 Resid (MCR) Pour Point (PP) ° C. −3.525129E+01 −2.842558E+03 Kinematic Viscosity cSt −3.707756E−01 −9.203164E+01 @100° C. Kinematic Viscosity cSt −2.588987E+00 −1.109447E+02 @70° C. Nitrogen (N) ppmw −1.479580E+03 3.839702E+03 Sulfur (S) ppmw 2.416402E+04 −3.753731E+05 Total Acid Number mg KOH/100 g −1.593124E−01 4.132879E+01 (TAN) Aromatics (Aro) W % −1.836981E+01 6.004811E+02
TABLE-US-00006 TABLE 4A (.sup.13C NMR Calculations) Conventional Calculated AD Crude Oil Value AD Description Unit Assay Value (Equation (4) Naphtha, Aro W % 11.0 10.6 Naphtha, H W % 14.7 14.6 Naphtha, P W % 75.8 70.8 Naphtha, S ppmw 876 876 Naphtha, ON Unitless 52.5 56.6 GO, AP ° C. 66.0 66.1 GO, CN Unitless 59.5 59.6 GO, CP ° C. −10.0 −10.1 GO, N ppmw 71.2 107.5 GO, S ppmw 13,090 10,415 GO, Kinematic cSt 2.9 2.9 Viscosity @40° C. GO, PP ° C. −9.0 −9.1 VGO, N ppmw 617 617 VGO, S ppmw 28,800 28,800 VR, MCR W % 12.4 12.4 VR, S ppmw 52,700 52,700 Oil Sample, C5A W % 1.4 1.4 Oil Sample, MCR W % 6.2 6.3 Oil Sample, PP ° C. −15.0 −16.0 Oil Sample, Kinematic cSt 11.8 11.8 Viscosity @100° C. Oil Sample, Kinematic cSt 21.7 21.8 Viscosity @70° C. Oil Sample, N ppmw 829 813 Oil Sample, S ppmw 30,000 30,580 Oil Sample, TAN mg KOH/100 g 0.1 0.1 Oil Sample, Aro W % 20.2 19.4
TABLE-US-00007 TABLE 4B (.sup.1H NMR Calculations) Conventional Calculated AD Crude Oil Value AD Description Unit Assay Value (Equation (4) Naphtha, Aro W % 11.0 11.0 Naphtha, H W % 14.7 14.7 Naphtha, P W % 75.8 75.7 Naphtha, S ppmw 876 876 Naphtha, ON Unitless 52.5 52.5 GO, AP ° C. 66.0 65.9 GO, CN Unitless 59.5 59.5 GO, CP ° C. −10.0 −10.0 GO, N ppmw 71.2 71.3 GO, S ppmw 13,090 13,051 GO, Kinematic cSt 2.9 2.9 Viscosity @40° C. GO, PP ° C. −9.0 −9.0 VGO, N ppmw 617 617 VGO, S ppmw 28,800 28,800 VR, MCR W % 12.4 12.4 VR, S ppmw 52,700 52,700 Oil Sample, C5A W % 1.4 1.4 Oil Sample, MCR W % 6.2 6.2 Oil Sample, PP ° C. −15.0 −15.0 Oil Sample, Kinematic cSt 11.8 11.8 Viscosity @100° C. Oil Sample, Kinematic cSt 21.7 21.7 Viscosity @70° C. Oil Sample, N ppmw 829 828 Oil Sample, S ppmw 30,000 29,893 Oil Sample, TAN mg KOH/100 g 0.1 0.1 Oil Sample, Aro W % 20.2 20.2