Property determination
First Claim
1. A method of determining or predicting a value Px which is a value of a property of a material X or a property of a product of a process from said material or yield of said process, which method comprises measuring the absorption Dix of said material at more than one wavelength in the region 600-2600 nm, comparing the said absorptions or a derivative thereof with absorptions Dim or derivatives thereof at the same wavelength for a number of standards S in a bank for which the said property or yield P is known, and choosing from the bank at least one standard Sm with property Pm said standard having the smallest average value of the absolute difference at each wavelength I between the absorption Di x (or derivative thereof) for the material and the absorption Di m (or derivative thereof) for the standard Sm to obtain Px, with averaging of said properties or yields Pm when more than one standard Sm is chosen and wherein the standard Sm chosen for the property or yield wanted is such that in relation to the unknown material X and each chosen standard Sm a function ixm, which is a proximity index defined by i2 (xm)=Σ
- (Dix Dim)2, is less than a minimal index im which has been determined from preselected standards by (a) calculating for each pair of the standards a value of a corresponding proximity index to obtain a series of proximity indices with corresponding property differences, (b) relating values of the proximity indices to corresponding property differences, (c) calculating an average of the corresponding property differences for predetermined values L which are greater than a corresponding proximity index, and (d) calculating the minimal index based on the average property differences and a reproducibility standard for the property.
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Accused Products
Abstract
A method of determining or predicting a value Px of a property (e.g. octane number) of a material X or a property of a product of a process from said material or yield of said process, which method comprises measuring the absorption Dix of said material at more than one wavelength in the region 600-2600 nm, comparing the said absorptions or a derivative thereof with absorptions Dim or the derivatives thereof at the same wavelength for a number of standards S in a bank for which the said property or yield P is known, and choosing from the bank at least one standard Sm with property Pm said standard having the smallest average value of the absolute difference at each wavelength i between the absorption Di x (or derivative thereof) for the material and the absorption Di m (or derivative thereof) for the standard Sm to obtain the Px, with averaging of said properties or yields Pm when more than one standard Sm is chosen.
90 Citations
32 Claims
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1. A method of determining or predicting a value Px which is a value of a property of a material X or a property of a product of a process from said material or yield of said process, which method comprises measuring the absorption Dix of said material at more than one wavelength in the region 600-2600 nm, comparing the said absorptions or a derivative thereof with absorptions Dim or derivatives thereof at the same wavelength for a number of standards S in a bank for which the said property or yield P is known, and choosing from the bank at least one standard Sm with property Pm said standard having the smallest average value of the absolute difference at each wavelength I between the absorption Di x (or derivative thereof) for the material and the absorption Di m (or derivative thereof) for the standard Sm to obtain Px, with averaging of said properties or yields Pm when more than one standard Sm is chosen and wherein the standard Sm chosen for the property or yield wanted is such that in relation to the unknown material X and each chosen standard Sm a function ixm, which is a proximity index defined by i2 (xm)=Σ
- (Dix Dim)2, is less than a minimal index im which has been determined from preselected standards by (a) calculating for each pair of the standards a value of a corresponding proximity index to obtain a series of proximity indices with corresponding property differences, (b) relating values of the proximity indices to corresponding property differences, (c) calculating an average of the corresponding property differences for predetermined values L which are greater than a corresponding proximity index, and (d) calculating the minimal index based on the average property differences and a reproducibility standard for the property.
- View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28)
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3. A method according to claim 2 wherein at least one of (i) the estimated Standards and the corresponding spectra, and (ii) the property Px of the unknown material and its spectrum, are added to the bank.
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4. A method according to claim 1 wherein properties of standards and spectra for consideration for possible choice are estimated by interpolation from measured properties of standards and spectra for which the proximity index with respect to the unknown X is not more than 10 times the minimal Index.
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5. A method according to claim 1 wherein the property is a physicochemical property of material X.
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6. A method according to claim 1 wherein the property is a physicochemical property or yield of a product of a process to which at least one material X is a feed.
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7. A method according to claim 1 wherein said process is a hydrocarbon conversion or separation process.
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8. A method according to claim 7 wherein said process is a distillation to give at least 1 distillation product and a residue and the properties/yields are obtained in respect of said product and/or residue.
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9. A method according to claim 7 wherein said process is a reforming or catalytic cracking or hydrotreatment, or distillation or blending.
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10. A method according to claim 1 wherein said property is in respect of a motor fuel and is at least one of an Octane Number, vapour pressure, volatility percentage distilled at 70°
- and at 100°
C., gum content in mg/100 ml and content of sulphur, benezene or methyl tert. butyl ether.
- and at 100°
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11. A method according to claim 10 wherein the property is in respect of a blend comprising gasoline, the spectra are measured on feeds to said blending, and by calculation the blend index obtained as a linear or non linear function.
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12. A method according to claim 1 wherein said property is in respect of gas oil and is at least one of cetane index, cetane number, percentage of sulphur, density at 15°
- C., clear point, cloud point, filtrability and viscosity at 40°
C.
- C., clear point, cloud point, filtrability and viscosity at 40°
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13. A method according to claim 1 wherein said property is in respect of a crude oil and is at least one of density, percentage of sulphur, viscosity at 100°
- C., content of paraffin and residual carbon percentage (Conradson Carbon).
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14. A method according to claim 1 wherein said property is in respect of a feed to a reforming process and is at least one of percentages of saturated linear, isoparaffins, napthenes, and aromatics and density.
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15. A method according to claim 1 wherein said property is in respect of a feed to a fluid catalytic cracking unit and is at least one of the density, the weight percentage of sulphur, the aniline point, viscosity at 100°
- C., refractive index at 20°
C. or 60°
C., 50% distillation point, molecular weight, percentage of aromatic carbon and the KUOP, crackability or cokability of the feed or yield of gas, gasoline, gas oil or residue.
- C., refractive index at 20°
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16. A method according to claim 1 wherein said percentage is in respect of the feed to a hydrogenation unit and is at least one of percentages of linear saturation, isoparaffins, naphthenes, linear olefins, cylic olefins, benzene, toluene xylene, alkylbenzene, density, or yield of light cut, heavy cut, or raffinate or benzene.
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17. A method according to claim 1 wherein the said property or yield of said process is used to control and optimise said process.
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18. A method according to claim 1 wherein selected steps are computer implemented.
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19. A method according to claim 18 wherein the selected steps include assessing, comparing and choosing.
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20. Apparatus suitable for use in the method of claim 1 which comprises an NIR spectrometer receiving at least one signal from a feed or product line in said process and being coupled to a computer to effect continuous measurement of the spectra of the feed and/or product and provide feed back control of the process.
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21. A method according to claim 1 wherein the property is a physicochemcial property of material X and wherein said property is in respect of a motor fuel and is at least one of an Octane Number, vapour pressure, volatility percentage distilled at 70°
- and at 100°
C., gum content in mg/100 ml and content of sulphur, benzene or methyl tert. butyl ether.
- and at 100°
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22. A method according to claim 21 wherein said property or yield of said process is used to control and optimise said process.
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23. A method according to claim 1 wherein the property is a physicochemcial property of material X and wherein said property is in respect of gas oil and is at least one of cetane index, cetane number, percentage of sulphur, density at 15°
- C., clear point, cloud point, filterability and viscosity at 40°
C.
- C., clear point, cloud point, filterability and viscosity at 40°
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24. A method according to claim 23 wherein said property or yield of said process is used to control and optimise said process.
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25. A method according to claim 1 wherein the property is a physicochemcial property or yield of a product of a process to which at least one material X is a feed and wherein said property is in respect of a motor fuel and is at least one of an Octane Number, vapour pressure, volatility percentage distilled at 70°
- and at 100°
C., gum content in mg/100 ml and content of sulphur, benzene or methyl tert. butyl ether.
- and at 100°
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26. A method according to claim 25 wherein said property or yield of said process is used to control and optimise said process.
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27. A method according to claim 1 wherein the property is a physicochemcial property or yield of a product of a process to which at least one material X is a feed and wherein said property is in respect of gas oil and is at least one of cetane index, cetane number, percentage of sulphur, density at 15°
- C., clear point, cloud point, filterability and viscosity at 40°
C.
- C., clear point, cloud point, filterability and viscosity at 40°
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28. A method according to claim 27 wherein said property or yield of said process is used to control and optimise said process.
- 29. A method for adding an extra synthetic standard to a bank of known standards, each of which relates at least one absorption in the 600-2600 mm region (or derivative thereof) of a known material to a known property related to that material, which property is of said material, or is of a product of a process from said material or yield of said process, which method comprises choosing from the bank at least 2 standards for which equations 4 and 5 are met,
- space="preserve" listing-type="equation">(Min)Cj-uj≦
Cj≦
(Max)Cj+uj (4)
and
space="preserve" listing-type="equation">Σ
Cj=1 (5)wherein Cj is fraction of component j in a sample i, Min Cj is the minimum of j in samples for which the method is to be used, Max Cj is the maximum of j in the samples for which the method is to be used, and uj is between 1.0 and 0.05, considering mixing the chosen standards in at least one proportion to produce at least one mixture for use in a synthetic standard, and estimating the spectrum of said mixture according to equation 6
space="preserve" listing-type="equation">S.sub.mi =Σ
C.sub.ij XS.sub.jwhere Sj is the spectrum in the mixture of component j in the calibration matrix, and estimating a property of said mixture according to equation 7
space="preserve" listing-type="equation">P.sub.mi =Σ
C.sub.ij XP.sub.jwhere Pj is the property of component j, and then adding the spectrum and property of each "mixture" to the bank, and using them in at least one model involving a correlation/regression approach to relate NIR spectra to at least one property. - space="preserve" listing-type="equation">(Min)Cj-uj≦
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30. A computer programmed to perform the method of determining or predicting a value Px which is a value of a property of a material X or a property of a product of a process from said material or yield of said process, which method comprises measuring the absorption Dix of said material at more than one wavelength in the region 600-2600 nm comparing the said absorptions or a derivative thereof with absorptions Dim or derivatives thereof at the same wavelength for a number of standards S in a bank for which the said property or yield P is known, and choosing from the bank at least one standard Sm with property Pm said standard having the smallest average value of the absolute difference at each wavelength I between the absorption Di x (or derivative thereof) for the material and the absorption Di m (or derivative thereof) for the standard Sm to obtain Px, with averaging of said properties or yields Pm when more than one standard Sm is chosen and wherein the standard Sm chosen for the property or yield wanted is such that in relation to the unknown material X and each chosen standard Sm a function ixm, which is a proximity index defined by i2 (xm)=Σ
- (Dix Dim)2, is less than a minimal index im which has been determined from preselected standards by (a) calculating for each pair of the standards a value of a corresponding proximity index to obtain a series of proximity indices with corresponding property differences, (b) relating values of the proximity indices to corresponding property differences, (c) calculating an average of the corresponding property differences for predetermined values L which are greater than a corresponding proximity index, and (d) calculating the minimal index based on the average property differences and a reproducibility standard for the property.
- 31. A computer programmed to perform the method of adding an extra synthetic standard to a bank of known standards, each of which relates at least one absorption in the 600-2600 nm region (or derivative thereof) of a known material to a known property related to that material, which property is of said material or is of a product of a process from said material or yield of said process, which method comprises choosing from the bank at least 2 standards for which equations 4 and 5 are met,
- space="preserve" listing-type="equation">(Min)Cj-uj≦
Cj≦
(Max)Cj+uj (4)
and
space="preserve" listing-type="equation">Σ
Cj=1 (5)wherein Cj is fraction of component j in a sample i, Min Cj is the minimum of j in samples for which the method is to be used, Max Cj is the maximum of j in the samples for which the method is to be used, and uj is between 1.0 and 0.05, considering mixing the chosen standards in at least one proportion to produce at least one mixture for use in a synthetic standard, and estimating the spectrum of said mixture according to equation 6
space="preserve" listing-type="equation">S.sub.mi =Σ
C.sub.ij XS.sub.jwhere Sj is the spectrum in the mixture of component j in the calibration matrix, and estimating a property of said mixture according to equation 7
space="preserve" listing-type="equation">P.sub.mi =Σ
C.sub.ij XP.sub.jwhere Pj is the property of component j, and then adding the spectrum and property of each "mixture" to the bank, and using them in at least one model involving a correlation/regression approach to relate NIR spectra to at least one property. - space="preserve" listing-type="equation">(Min)Cj-uj≦
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32. A computer implemented method for a system including a spectrometer linked to a process line containing a material X, which is a product of a process or feed to a process, a computer linked to the spectrometer, and a controller linked to the computer and the process line, the computer including databanks having stored therein absorptions of standard materials and corresponding properties of said materials, or of products of a process from said materials or yield of said process, the method comprises steps of:
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measuring absorption at more than one wavelength in the region 600-2600 nm at the process line and producing absorption signals by the spectrometer in accordance therewith; assessing the databanks of the computer in accordance with the absorption signals; comparing, by the computer, the absorption signals to the absorptions of the standard materials stored in the databanks; choosing at least one standard based on the comparing, said standard having the smallest average value of the absolute difference at each wavelength i between the absorption (or derivative thereof) for the material and the absorption (or derivative thereof) for the standards, with averaging of said properties or yields when more than one standard is chosen, and controlling said process line in accordance with the outputted property/yield, wherein the standard chosen for the property or yield wanted is such that in relation to the unknown material X and each chosen standard a function ixm, which is a proximity index defined by i2 (xm)=Σ
(Dix Dim)2, is less than a minimal index im which has been determined from preselected standards by (a) calculating for each pair of the standards a value of a corresponding proximity index to obtain a series of proximity indices with corresponding property differences, (b) relating values of the proximity indices to corresponding property differences, (c) calculating an average of the corresponding property differences for predetermined values L which are greater than a corresponding proximity index, and (d) calculating the minimal index based on the average property differences and a reproducibility standard for the property.
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Specification