CN102590175A - Raman spectrum superposition-based method for quickly determining content of methanol in methanol gasoline - Google Patents

Raman spectrum superposition-based method for quickly determining content of methanol in methanol gasoline Download PDF

Info

Publication number
CN102590175A
CN102590175A CN2012100392723A CN201210039272A CN102590175A CN 102590175 A CN102590175 A CN 102590175A CN 2012100392723 A CN2012100392723 A CN 2012100392723A CN 201210039272 A CN201210039272 A CN 201210039272A CN 102590175 A CN102590175 A CN 102590175A
Authority
CN
China
Prior art keywords
spectrum
methanol
gasoline
base oil
content
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
CN2012100392723A
Other languages
Chinese (zh)
Other versions
CN102590175B (en
Inventor
卢艺楠
戴连奎
姚捷
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Zhejiang University ZJU
Original Assignee
Zhejiang University ZJU
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Zhejiang University ZJU filed Critical Zhejiang University ZJU
Priority to CN201210039272.3A priority Critical patent/CN102590175B/en
Publication of CN102590175A publication Critical patent/CN102590175A/en
Application granted granted Critical
Publication of CN102590175B publication Critical patent/CN102590175B/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Landscapes

  • Investigating, Analyzing Materials By Fluorescence Or Luminescence (AREA)

Abstract

The invention discloses a Raman spectrum superposition-based method for quickly determining the content of methanol in methanol gasoline. The Raman spectrum superposition-based method comprises the following steps of: firstly, measuring a base oil spectrum, a pure methanol spectrum and a methanol gasoline spectrum with known methanol content; secondly, obtaining a spectrum superposing formula according to data and storing base oil and a corresponding spectrum superposition parameter in a spectrum database; and constructing the spectrum database and then estimating the content of the methanol from the methanol gasoline spectrum with the unknown methanol content by using the spectrum superposition formula. The invention provides the spectrum superposition formula from a view of spectrum soft processing as well as the formula-based method for quickly determining the content of the methanol in the methanol gasoline. According to the method, the quantity of samples required to be calibrated can be greatly reduced in the application process, the labor capacity of calibrating works is reduced and the problem that the measurement for low-content methanol is inaccurate or even cannot be measured in the traditional method is overcome; and in addition, the measurement precision of the unknown methanol gasoline prepared from the base oil can also be maintained.

Description

Methanol gasoline methanol content rapid assay methods based on the Raman spectrum stack
Technical field
The invention belongs to the Chemical Measurement field, relate to the spectral measurement method of material in a kind of potpourri, relate in particular to the measuring method of methanol content in a kind of methanol gasoline.
Background technology
Along with China's rapid development of economy, the quick increase of automobile use amount, the home market increases rapidly the demand of gasoline, has brought immense pressure with environmental protection for the oil supply of China.The unique method that changes oil shortage, severe environmental pollution is exactly the dependence that reduces oil, exploitation green high-efficient cleaning substitute energy.Methanol gasoline is as the substitute of regular gasoline; Be a kind of " replace oil with coal " and the path can directly substitute regular gasoline, alleviate gasoline in short supply in; Good environmental benefit is arranged, the sustainable development of the national ecological economy, the progress of society are all had crucial meaning.
Methanol gasoline is the potpourri of methyl alcohol, gasoline and adjuvant.The methyl alcohol incorporation is generally 5%~30%.To mix 15% serves as at most, claims the M15 methanol gasoline.The calorific value of methyl alcohol is about the half the of gasoline, and under the prerequisite of not changing the motor car engine ratio of compression, methanol content must be fixed within the specific limits.If content is low excessively, then can cause the too low and infringement engine of octane value; Too high levels then can cause fuel value not enough, increases oil consumption, raises the cost.In the end of the year 2009, China has formally issued high-proportion methanol gasoline for vehicle product standard " Vehicular methanol petrol (M85) ", and requiring the content of methyl alcohol in methanol gasoline is about 85%.Shaanxi Province has popularized in an all-round way and has used the M15 methanol gasoline.In the provincial standard of national standard (M85) and each province; Like Hebei province's provincial standard " M30 Vehicular methanol petrol ", " Vehicular methanol petrol component oil "; Shanxi Province provincial standard DB14/T 92-2002; The provincial standard DB33/T 756.2-2009 of Zhejiang Province etc. have done strict requirement to the methanol content in the methanol gasoline.
In each class standard, the official method of measuring methanol content comprises vapor-phase chromatography and fractionating process.These two kinds of methods are measured accurately, but complicated operation, sense cycle is long, and complex equipments is not suitable for on-the-spot the detection.Simultaneously, vapor-phase chromatography also need be carried out interior mark.For this reason, need the measuring method quick and precisely of methanol content in the exploitation blend gasoline, it all has great important for the quality control of methanol gasoline with check.
Present method for quick mainly adopts near infrared spectrum and Raman spectrum analysis method.These class methods at first utilize near infrared or Raman spectrometer to obtain the spectroscopic data of oil product to be measured; Then with database in the spectrum of a large amount of training sample (oil sample that refers to known methanol content and corresponding spectrum) compare, and then estimate methanol content in the methanol gasoline.These class methods, measuring speed is fast, easy to use.But the subject matter that these two class methods exist is that needs are collected a large amount of different base oils, the training sample of different methanol contents, could guarantee the accuracy of detection to oil product methanol content to be measured like this.Simultaneously, because the molecule absorption characteristic of near infrared spectrum, measurement result is subject to other alcohols and disturbs.
Summary of the invention
The objective of the invention is to the deficiency to prior art, a kind of methanol gasoline methanol content rapid assay methods based on the Raman spectrum stack is provided, this method is easy, effective.
The objective of the invention is to realize through following technical scheme: a kind of methanol gasoline methanol content rapid assay methods based on the Raman spectrum linear superposition theorem, this method may further comprise the steps:
(1) methyl alcohol is added in a certain base oil methanol gasoline of configuration arbitrary volume content; Base oil uses the Raman spectrum of Raman spectrometer Fundamentals of Measurement oil, above-mentioned methanol gasoline and pure methyl alcohol; At first to the spectrum that obtains carry out smoothly, pre-service such as noise filtering, fluorescence background removal; Then base oil and methanol gasoline spectrum are carried out the normalization of stable hydrocarbon characteristic peak, obtain spectrum A and spectrum B; Pure methyl alcohol spectrum is carried out maximal value normalization, obtain spectrum C;
Said base oil refers to the regular price gasoline that does not contain methyl alcohol that mixed by catalytic gasoline, reformed gasoline and MTBE.
(2) spectrum B is expressed as the weighted algebraic sum of base oil spectrum A, pure methyl alcohol spectrum C, sets up the linear Superposition Formula of the corresponding spectrum of this base oil:
B=k1[(1-m)A]+k2(mC)?+E ;
In the formula, m is the concentration of volume percent of methyl alcohol in the methanol gasoline, and E is the spectral measurement error, k1=a, and k2=aK, a are systematic parameter, K is the relative raman scattering intensity of methyl alcohol in methanol gasoline,
Utilize least square method then, can get k1, k2, utilize K=k2/k1, can get key parameter K in the linear Superposition Formula of spectrum, deposit spectrum A and parameter K in spectra database at last;
(3) select different base oils, repeat step 1 and 2, can set up the linear Superposition Formula of the corresponding spectrum of different base oils thus, and one comprises the spectrum of various base oils and the spectra database of parameter K thereof;
(4), methanol content also unknown to be measured oil sample unknown for base oil types uses Raman spectrometer to measure its spectrum; At first to this spectrum carry out smoothly, pre-service such as noise filtering, fluorescence background removal, and carry out stable hydrocarbon normalization, obtain spectrum D;
(5) from spectra database, select different base oil spectrum A and correlation parameter K thereof, utilize the spectrum Superposition Formula, D=k3A+k4KC+E, k3=a (1-m) wherein, k4=am uses least square method to estimate k3, k4; The coefficient k 3 of estimation error minimum, k4 utilize k3, k4 to calculate m as final estimation coefficient in the selection all situations, obtain the methanol content in this methanol gasoline sample thus.
The invention has the beneficial effects as follows; The methanol gasoline methanol content rapid assay methods measuring speed that the present invention is based on the Raman spectrum linear superposition theorem is fast; Analysis precision is high, and required demarcation sample reduces significantly, for methanol gasoline provides a kind of detection means easily in the popularization process of China.
Description of drawings
Fig. 1 is certain refinery base oil spectrum;
Fig. 2 refinery M20 spectrum;
Fig. 3 is pure methyl alcohol spectrum;
Fig. 4 handles certain refinery base oil spectrum of back;
Fig. 5 handles certain refinery M20 spectrum of back;
Fig. 6 handles the pure methyl alcohol spectrum in back;
Fig. 7 gasoline mediation station base oil spectrum;
Fig. 8 gasoline mediation station M30 spectrum;
Fig. 9 handles certain gasoline mediation station base oil spectrum of back;
Figure 10 handles certain gasoline mediation station M30 spectrum of back;
Figure 11 partial test sample spectra;
Figure 12 handles rear section specimen spectrum.
Embodiment
The present invention is based on the methanol gasoline methanol content rapid assay methods of Raman spectrum linear superposition theorem, may further comprise the steps:
1, methyl alcohol is added in a certain base oil methanol gasoline of configuration arbitrary volume content; Use the Raman spectrum of Raman spectrometer Fundamentals of Measurement oil, above-mentioned methanol gasoline and pure methyl alcohol.At first to the spectrum that obtains carry out smoothly, pre-service such as noise filtering, fluorescence background removal.Then base oil and methanol gasoline spectrum are carried out the normalization of stable hydrocarbon characteristic peak, obtain spectrum A and spectrum B; Pure methyl alcohol spectrum is carried out maximal value normalization, obtain spectrum C.
2, spectrum B is expressed as the weighted algebraic sum of base oil spectrum A, pure methyl alcohol spectrum C, sets up the linear Superposition Formula of the corresponding spectrum of this base oil:
B=k1[(1-m)A]+k2(mC)?+E ;
In the formula, m is the concentration of volume percent of methyl alcohol in the methanol gasoline, and E is the spectral measurement error, k1=a, and k2=aK, a are systematic parameter, K is the relative raman scattering intensity of methyl alcohol in methanol gasoline,
Utilize least square method then, can get k1, k2, utilize K=k2/k1, can get key parameter K in the linear Superposition Formula of spectrum, deposit spectrum A and parameter K in spectra database at last.
3, select different base oils, repeat step 1 and 2, can set up the linear Superposition Formula of the corresponding spectrum of different base oils thus, and one comprises the spectrum of various base oils and the spectra database of parameter K thereof.
4,, methanol content also unknown to be measured oil sample unknown for base oil types uses Raman spectrometer to measure its spectrum.At first to this spectrum carry out smoothly, pre-service such as noise filtering, fluorescence background removal, and carry out stable hydrocarbon normalization, obtain spectrum D.
5, from spectra database, select different base oil spectrum A and correlation parameter K thereof, utilize the spectrum Superposition Formula, D=k3A+k4KC+E, k3=a (1-m) wherein, k4=am uses least square method to estimate k3, k4.The coefficient k 3 of estimation error minimum, k4 utilize k3, k4 to calculate m as final estimation coefficient in the selection all situations, obtain the methanol content in this methanol gasoline sample thus.
Below in conjunction with accompanying drawing and instance, further specify the present invention.
Embodiment 1:
The example spectra test condition is: laser instrument centre wavelength is 785nm, pops one's head in to be InPhotonics Raman probe, and spectrometer uses the U.S. QE65000 of marine optics company type spectrometer.Set spectrometer 10s integral time, gather and make even for 10 times all.
1, for certain refinery base oil, the methanol gasoline (being designated as M20) of configuration methanol content 20%.Use Raman spectrometer Fundamentals of Measurement oil, the methanol gasoline of known methyl alcohol volume content and the Raman spectrum of pure methyl alcohol.Respectively like Fig. 1, Fig. 2, shown in Figure 3.At first to the spectrum that obtains carry out smoothly, pre-service such as noise filtering, fluorescence background removal.Then base oil and methanol gasoline spectrum are carried out the normalization of stable hydrocarbon characteristic peak, obtain spectrum A and spectrum B, respectively like Fig. 4, shown in Figure 5.Pure methyl alcohol spectrum is carried out maximal value normalization, obtain spectrum C, as shown in Figure 6;
2, spectrum B is expressed as the weighted algebraic sum of base oil spectrum A, pure methyl alcohol spectrum C, sets up the linear Superposition Formula of the corresponding spectrum of this base oil:
B=k1[(1-m)A]+k2(mC)?+E ;
In the formula, m is the concentration of volume percent of methyl alcohol in the methanol gasoline, and E is the spectral measurement error, k1=a, and k2=aK, a are systematic parameter, K is the relative raman scattering intensity of methyl alcohol in methanol gasoline,
Utilize least square method then, can get k1, k2, utilize K=k2/k1, can get key parameter K=1.333 in the linear Superposition Formula of spectrum, deposit spectrum A and parameter K in spectra database at last.
3, select the base oil at certain gasoline mediation station, dispose the methanol gasoline (being designated as M30) of methanol content 30%, repeat the step of (1), (2), wherein corresponding K=1.7932.Shown in the base oil at this gasoline mediation station, the Raman spectrum of M30 such as Fig. 7, Fig. 8.Shown in base oil after the processing, M30 spectrum such as Fig. 9, Figure 10.
Can set up the corresponding spectrum Superposition Formula of different base oils thus, and a spectra database that comprises various base oils and correlation parameter K.
4, use the methanol gasoline of certain refinery base oil compounding methanol content 40%, 60%, 80%; Use the methanol gasoline of certain gasoline mediation station base oil compounding methanol content 0%, 5%, 10%, 15%, 20%, 30%, 40%, 50%, 60%, 70%.As, methanol content also unknown testing sample unknown as base oil types respectively, use Raman spectrometer to measure its spectrum above methanol gasoline, Figure 11 is the spectrum of sample segment wherein.At first to this spectrum carry out smoothly, pre-service such as noise filtering, fluorescence background removal, and carry out stable hydrocarbon normalization, obtain corresponding spectrum D, Figure 12 is the spectrum of sample segment wherein.
5, from spectra database, select different base oil spectrum A and correlation parameter K thereof, utilize the spectrum Superposition Formula, D=k3A+k4KC+E, k3=a (1-m) wherein, k4=am uses least square method to estimate k3, k4.The coefficient k 3 of estimation error minimum, k4 utilize k3, k4 to calculate m as final estimation coefficient in the selection all situations, obtain the methanol content in this methanol gasoline sample thus.Test result is shown in table 1 and table 2:
Table 1: base oil is taken from the sample measurement result of refinery
Actual value 40 60 80
Calculated value 39.71 57.97 78.08
Error 0.29 2.03 1.92
Annotate: data are methyl alcohol volume content in the methanol gasoline in the table.
Table 2: base oil is got the 1 sample measurement result from gasoline mediation station.
Actual value 0 5 10 15 20
Calculated value 0 5.07 9.02 12.91 19.08
Error 0 -0.07 0.98 2.19 0.92
Actual value 30 40 50 60 ?
Calculated value 30.00 36.94 48.28 56.68 ?
Error 0 3.16 1.72 3.32 ?
Annotate: data are methyl alcohol volume content in the methanol gasoline in the table.

Claims (1)

1. methanol gasoline methanol content rapid assay methods based on the Raman spectrum linear superposition theorem is characterized in that this method may further comprise the steps:
(1) methyl alcohol is added in a certain base oil methanol gasoline of configuration arbitrary volume content; Use the Raman spectrum of Raman spectrometer Fundamentals of Measurement oil, above-mentioned methanol gasoline and pure methyl alcohol; At first to the spectrum that obtains carry out smoothly, pre-service such as noise filtering, fluorescence background removal; Then base oil and methanol gasoline spectrum are carried out the normalization of stable hydrocarbon characteristic peak, obtain spectrum A and spectrum B; Pure methyl alcohol spectrum is carried out maximal value normalization, obtain spectrum C;
(2) spectrum B is expressed as the weighted algebraic sum of base oil spectrum A, pure methyl alcohol spectrum C, sets up the linear Superposition Formula of the corresponding spectrum of this base oil:
B=k1[(1-m)A]+k2(mC)?+E ;
In the formula, m is the concentration of volume percent of methyl alcohol in the methanol gasoline, and E is the spectral measurement error, k1=a, and k2=aK, a are systematic parameter, K is the relative raman scattering intensity of methyl alcohol in methanol gasoline,
Utilize least square method then, can get k1, k2, utilize K=k2/k1, can get key parameter K in the linear Superposition Formula of spectrum, deposit spectrum A and parameter K in spectra database at last;
(3) select different base oils, repeat step 1 and 2, can set up the linear Superposition Formula of the corresponding spectrum of different base oils thus, and one comprises the spectrum of various base oils and the spectra database of parameter K thereof;
(4), methanol content also unknown to be measured oil sample unknown for base oil types uses Raman spectrometer to measure its spectrum; At first to this spectrum carry out smoothly, pre-service such as noise filtering, fluorescence background removal, and carry out stable hydrocarbon normalization, obtain spectrum D;
(5) from spectra database, select different base oil spectrum A and correlation parameter K thereof, utilize the spectrum Superposition Formula, D=k3A+k4KC+E, k3=a (1-m) wherein, k4=am uses least square method to estimate k3, k4; The coefficient k 3 of estimation error minimum, k4 utilize k3, k4 to calculate m as final estimation coefficient in the selection all situations, obtain the methanol content in this methanol gasoline sample thus.
CN201210039272.3A 2012-02-21 2012-02-21 Raman spectrum superposition-based method for quickly determining content of methanol in methanol gasoline Expired - Fee Related CN102590175B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201210039272.3A CN102590175B (en) 2012-02-21 2012-02-21 Raman spectrum superposition-based method for quickly determining content of methanol in methanol gasoline

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201210039272.3A CN102590175B (en) 2012-02-21 2012-02-21 Raman spectrum superposition-based method for quickly determining content of methanol in methanol gasoline

Publications (2)

Publication Number Publication Date
CN102590175A true CN102590175A (en) 2012-07-18
CN102590175B CN102590175B (en) 2014-04-09

Family

ID=46479115

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201210039272.3A Expired - Fee Related CN102590175B (en) 2012-02-21 2012-02-21 Raman spectrum superposition-based method for quickly determining content of methanol in methanol gasoline

Country Status (1)

Country Link
CN (1) CN102590175B (en)

Cited By (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103063648A (en) * 2012-12-31 2013-04-24 中国食品药品检定研究院 Method for detecting liquid preparation by utilizing Raman spectra
CN104267018A (en) * 2014-10-27 2015-01-07 武汉四方光电科技有限公司 Method for processing gas concentration signal in Raman gas analyzer
WO2015096779A1 (en) * 2013-12-27 2015-07-02 同方威视技术股份有限公司 Raman spectrum detection method
CN105092547A (en) * 2014-08-15 2015-11-25 天津陆海石油设备系统工程有限责任公司 Atlas form-based mixed sample fluorescence analysis method
CN105466908A (en) * 2015-12-31 2016-04-06 安徽芯核防务装备技术股份有限公司 Raman spectrum method for removing interference noise produced during sample bottle fixing
WO2016177002A1 (en) * 2015-05-04 2016-11-10 清华大学 Raman spectroscopy-based method for detecting addition of western medicines into healthcare product
CN108064341A (en) * 2017-06-12 2018-05-22 深圳前海达闼云端智能科技有限公司 Substance component detection method, substance component detection device and detection equipment
CN108444976A (en) * 2018-04-26 2018-08-24 浙江大学 A kind of heating value of natural gas measurement method based on Raman spectrum
CN105806825B (en) * 2016-05-17 2019-07-23 浙江大学 A kind of online gas Raman analysis method of gas component
CN110726713A (en) * 2019-11-19 2020-01-24 中国人民解放军空军勤务学院 Method for measuring antioxidant content in jet fuel
CN110836885A (en) * 2019-12-19 2020-02-25 西安石油大学 Gasoline adulteration identification analysis method based on combination of Raman spectrum and random forest algorithm

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20080312768A1 (en) * 2007-06-14 2008-12-18 Kenneth James Ewing Devices and methods for detecting hazardous materials
CN101403696A (en) * 2008-10-21 2009-04-08 浙江大学 Method for measuring gasoline olefin content based on Raman spectrum

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20080312768A1 (en) * 2007-06-14 2008-12-18 Kenneth James Ewing Devices and methods for detecting hazardous materials
CN101403696A (en) * 2008-10-21 2009-04-08 浙江大学 Method for measuring gasoline olefin content based on Raman spectrum

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
QINFENG XU 等: "Determination of methanol ratio in methanol-doped biogasoline by a fiber Raman sensing system", 《SENSORS AND ACTUATORS B》, 29 January 2010 (2010-01-29) *
QING YE 等: "Rapid and quantitative detection of ethanol proportion in ethanol-gasoline mixtures by Raman spectroscopy", 《OPTICS COMMUNICATIONS》, 31 December 2009 (2009-12-31) *
林艺玲 等: "基于低分辨率色散型拉曼光谱仪的汽油苯含量快速分析", 《光谱学与光谱分析》, vol. 30, no. 11, 30 November 2010 (2010-11-30) *

Cited By (17)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103063648B (en) * 2012-12-31 2015-05-27 中国食品药品检定研究院 Method for detecting liquid preparation by utilizing Raman spectra
CN103063648A (en) * 2012-12-31 2013-04-24 中国食品药品检定研究院 Method for detecting liquid preparation by utilizing Raman spectra
WO2015096779A1 (en) * 2013-12-27 2015-07-02 同方威视技术股份有限公司 Raman spectrum detection method
CN105092547B (en) * 2014-08-15 2018-02-27 天津陆海石油设备系统工程有限责任公司 Biased sample fluorescence analysis method based on collection of illustrative plates form
CN105092547A (en) * 2014-08-15 2015-11-25 天津陆海石油设备系统工程有限责任公司 Atlas form-based mixed sample fluorescence analysis method
CN104267018A (en) * 2014-10-27 2015-01-07 武汉四方光电科技有限公司 Method for processing gas concentration signal in Raman gas analyzer
WO2016177002A1 (en) * 2015-05-04 2016-11-10 清华大学 Raman spectroscopy-based method for detecting addition of western medicines into healthcare product
CN105466908B (en) * 2015-12-31 2018-04-20 安徽芯核防务装备技术股份有限公司 A kind of sample bottle fixes the Raman spectrum minimizing technology of interference noise
CN105466908A (en) * 2015-12-31 2016-04-06 安徽芯核防务装备技术股份有限公司 Raman spectrum method for removing interference noise produced during sample bottle fixing
CN105806825B (en) * 2016-05-17 2019-07-23 浙江大学 A kind of online gas Raman analysis method of gas component
CN108064341A (en) * 2017-06-12 2018-05-22 深圳前海达闼云端智能科技有限公司 Substance component detection method, substance component detection device and detection equipment
CN108064341B (en) * 2017-06-12 2020-05-12 深圳前海达闼云端智能科技有限公司 Substance component detection method, substance component detection device and detection equipment
US11468264B2 (en) 2017-06-12 2022-10-11 Beijing Cloudoptek Technology Co., Ltd. Substance ingredient detection method and apparatus, and detection device
CN108444976A (en) * 2018-04-26 2018-08-24 浙江大学 A kind of heating value of natural gas measurement method based on Raman spectrum
CN108444976B (en) * 2018-04-26 2019-10-22 浙江大学 A kind of heating value of natural gas measurement method based on Raman spectrum
CN110726713A (en) * 2019-11-19 2020-01-24 中国人民解放军空军勤务学院 Method for measuring antioxidant content in jet fuel
CN110836885A (en) * 2019-12-19 2020-02-25 西安石油大学 Gasoline adulteration identification analysis method based on combination of Raman spectrum and random forest algorithm

Also Published As

Publication number Publication date
CN102590175B (en) 2014-04-09

Similar Documents

Publication Publication Date Title
CN102590175B (en) Raman spectrum superposition-based method for quickly determining content of methanol in methanol gasoline
Zawadzki et al. Biodiesel blend level detection using ultraviolet absorption spectra
CN103398970B (en) A kind of qualitative and quantitative analysis edible oil also and then detects the method for waste oil
AU2006226216B2 (en) Method for optimizing operating parameters of a combustion engine
CN102788778B (en) Method for rapid determination of methanol and ethanol content of alcohol gasoline
WO2009082418A3 (en) Method and apparatus for determining properties of fuels
US20080172187A1 (en) Impedance spectroscopy (is) methods and systems for characterizing fuel
Wang et al. Nondestructive identification for red ink entries of seals by Raman and Fourier transform infrared spectrometry
WO2008045565A1 (en) Biodiesel/diesel blend level detection using absorbance
Meusinger Gasoline analysis by 1H nuclear magnetic resonance spectroscopy
CN102221533B (en) Method for quantitatively detecting adulteration of peanut oil based on ultraviolet spectrum
CN102590132A (en) Method for measuring methanol content in methanol gasoline
CN101876634A (en) Method for testing mixing amount of styrene-butadiene-styrene modified asphalt modifier
CN103175805B (en) Method for determining indexes of COD and BOD5 in sewage through near infrared spectrometry
CN101339150B (en) Method for determining octane number based on dielectric spectra technology
CN101672774A (en) Method for quickly measuring content of polyvinylidene fluoride in fluorine-carbon paint of chromatic coating steel plate by infrared spectrum method
CN102338743A (en) Mid-infrared spectrum method for identifying engine fuel type and brand
CN109991206A (en) One kind is based on Partial Least Squares to the total alcohol content method for measuring of alcohol gasoline
CN102221534B (en) Mid-infrared spectrum method for quickly identifying engine fuel type
Oliveira Critical metrological evaluation of fuel analyses by measurement uncertainty
CN102323235B (en) Method for measuring quality indexes of engine fuel by mid-infrared spectroscopy technology
CA2635930C (en) Fourier transform infrared (ftir) chemometric method to determine cetane number of diesel fuels containing fatty acid alkyl ester additives
CN100425975C (en) Method for measuring character data of gasoline from near infrared light spectrum
Li et al. A hard modeling approach to determine methanol concentration in methanol gasoline by Raman spectroscopy
CN102252994A (en) Method for rapid detection of quality index of motor fuel

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
C14 Grant of patent or utility model
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20140409

CF01 Termination of patent right due to non-payment of annual fee