CN106226263A - Aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology - Google Patents

Aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology Download PDF

Info

Publication number
CN106226263A
CN106226263A CN201610632330.1A CN201610632330A CN106226263A CN 106226263 A CN106226263 A CN 106226263A CN 201610632330 A CN201610632330 A CN 201610632330A CN 106226263 A CN106226263 A CN 106226263A
Authority
CN
China
Prior art keywords
base liquor
grade
wine
base
level
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.)
Pending
Application number
CN201610632330.1A
Other languages
Chinese (zh)
Inventor
孙宗保
吴建峰
邹小波
孙莹
辛新
石吉勇
唐群勇
沈丹萍
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.)
JIANGSU KING'S LUCK BREWERY CO Ltd
Original Assignee
JIANGSU KING'S LUCK BREWERY CO Ltd
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 JIANGSU KING'S LUCK BREWERY CO Ltd filed Critical JIANGSU KING'S LUCK BREWERY CO Ltd
Priority to CN201610632330.1A priority Critical patent/CN106226263A/en
Publication of CN106226263A publication Critical patent/CN106226263A/en
Pending legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/17Systems in which incident light is modified in accordance with the properties of the material investigated
    • G01N21/25Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands
    • G01N21/31Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry
    • G01N21/35Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry using infrared light
    • G01N21/3577Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry using infrared light for analysing liquids, e.g. polluted water
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N30/00Investigating or analysing materials by separation into components using adsorption, absorption or similar phenomena or using ion-exchange, e.g. chromatography or field flow fractionation
    • G01N30/02Column chromatography
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N33/00Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
    • G01N33/02Food
    • G01N33/14Beverages
    • G01N33/146Beverages containing alcohol
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N30/00Investigating or analysing materials by separation into components using adsorption, absorption or similar phenomena or using ion-exchange, e.g. chromatography or field flow fractionation
    • G01N30/02Column chromatography
    • G01N2030/022Column chromatography characterised by the kind of separation mechanism

Landscapes

  • Physics & Mathematics (AREA)
  • Chemical & Material Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biochemistry (AREA)
  • Analytical Chemistry (AREA)
  • General Health & Medical Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Immunology (AREA)
  • Pathology (AREA)
  • Spectroscopy & Molecular Physics (AREA)
  • Engineering & Computer Science (AREA)
  • Food Science & Technology (AREA)
  • Medicinal Chemistry (AREA)
  • Investigating Or Analysing Materials By Optical Means (AREA)

Abstract

The invention discloses aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology, including specialty sensory review personnel, the Chinese liquor base liquor sample collected is carried out sensory review, classification is defined the level;Main ester type compound content in gas chromatograph dialogue wine base wine sample is used to be measured;Fourier transform infrared spectrometer dialogue wine base wine sample is used to carry out spectra collection;Set up main ester type compound quantitative identification model in base liquor grade qualitative discrimination based on infrared spectrum and base liquor;Treat deciding grade and level base liquor and gather Fourier transform infrared spectroscopy collection, utilize the model set up to treat deciding grade and level base liquor and carry out Quick deciding grade and level.The present invention sets up high-accuracy model based on infrared spectrum technology, it is achieved Chinese liquor base liquor quality Quick deciding grade and level in conventional production practices, and accuracy is strong, and efficiency is high, is not affected by human factors.

Description

Aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology
Technical field
The present invention relates to Chinese liquor assessment technology field, be specifically related to a kind of aromatic Chinese spirit base based on infrared spectrum technology Wine grade Quick method, i.e. based on infrared spectrum technology to different brackets aromatic Chinese spirit base liquor grade qualitative discrimination and base In wine, main ester type compound (ethyl hexanoate, ethyl acetate, ethyl n-butyrate., ethyl lactate) content quickly detects, in conjunction with corresponding Company standard method that aromatic Chinese spirit base liquor grade is carried out Quick.
Background technology
The accurately judge of Chinese liquor base liquor grade is the important evidence that Chinese liquor classification stores and blends, and is the life of each brewery Line.In the production process of aromatic Chinese spirit, workshop teams and groups personnel pluck wine and sense organ product by timesharing, segmentation in still-process Taste dialogue wine base wine and carry out preliminary quality grade compartmentalization.Chinese liquor through preliminary classification needs the sense organ through room specialty of sampling wine The personnel that evaluate carry out sensory review to respective level base liquor, wine body inaccurate coordination and have the Chinese liquor of different miscellaneous taste to need degradation to process. Additionally, Ester is one of flavor component that in aromatic Chinese spirit, content is most, its abundant species, there is fruit aroma.Dense Feature esters in aromatic white spirit mainly has ethyl hexanoate, ethyl lactate, ethyl acetate and the big class of ethyl n-butyrate. four.Except gratification Outside official's prescription, in different brackets aromatic Chinese spirit base liquor, the main Ester content such as ethyl hexanoate and ratio thereof also need full The corresponding company standard of foot, the need degradation of not met company standard processes.In current aromatic Chinese spirit base liquor classification process, to the greatest extent Pipe sensory review personnel are through the training of specialty, but artificial sense evaluation is vulnerable to evaluate personnel's experience, the mental status, health shape The interference of the extraneous factor such as condition and environment so that judge result and there is uncertainty, the simultaneously main esters thing such as ethyl hexanoate The gas-chromatography detection method of matter content is loaded down with trivial details, time and effort consuming, it is impossible to realize detecting real-time.
In recent years, spectral technique is because of its favorable reproducibility, and the feature such as convenient to operation and Non-Destructive Testing extensively should For the field such as food authenticity and agricultural product quality and safety, and combine with stechiometry and can realize the Fast Classification of sample Differentiate and the fast quantitative analysis of key component.Infrared spectrometry because it is quick, highly sensitive, the required sample size of test few, Analyze the advantages such as state is unrestricted of sample and be widely used in field of food detection.Infrared spectrum is used to combine advanced change Learn metrology method and set up forecast model, the on-line real-time measuremen to sample can be realized.
Summary of the invention
The technical problem to be solved in the present invention is to provide a kind of aromatic Chinese spirit base liquor grade based on infrared spectrum technology Quick method, sets up high-accuracy model, Chinese liquor base liquor quality Quick deciding grade and level in conventional production practices.
The present invention is achieved through the following technical solutions:
Aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology, comprises the following steps:
(1) collect different brackets aromatic Chinese spirit base liquor sample, i.e. by plant personnel in distillation by timesharing, segmentation pluck wine and Sense organ taste, dialogue wine base wine carries out the division of preliminary wine level;
(2) specialty sensory review personnel according to wine body harmony, fragrance and are as good as miscellaneous taste dialogue wine base wine sample and feel Official evaluates, classification deciding grade and level;
(3) main ester type compound content in gas chromatograph dialogue wine base wine sample is used to be measured;
(4) Fourier transform infrared spectrometer dialogue wine base wine sample is used to carry out spectra collection;
(5) main ester type compound quantitative identification model in base liquor grade qualitative discrimination based on infrared spectrum and base liquor is set up;
(6) treating deciding grade and level base liquor and gather Fourier transform infrared spectroscopy collection, deciding grade and level base treated by the model utilizing step (5) to set up Wine carries out Quick deciding grade and level.
The further improvement project of the present invention is, step (3) uses Agilent 7890 gas chromatograph to enter ester type compound Row chemical score measures, chromatographic condition: CP-WAX-57CB chromatographic column, and injector temperature is 200 DEG C, and detector temperature is 210 DEG C, Column flow rate is 0.8ml/min, and carrier gas is nitrogen, and flow velocity is 2.0ml/min, and hydrogen flow rate is 30ml/min, and air velocity is 400ml/min, make-up gas flow velocity is 30.0ml/min, uses split sampling, and split ratio is 40:1, and sample size is 1 μ l.
The present invention further improvement project is, step (4), step (6) spectra collection are to use Nicolet Fu is50 Vertical leaf transformation infrared spectrometer and attenuated total reflectance ATR adnexa carry out spectra collection to wine sample, and sweep limits is 4000-650cm- 1, scanning times is 16 times, and resolution is 4cm-1, and each sample collecting 3 times is averaged, with air as background in experimentation Carry out spectra collection.
The present invention further improvement project is, the foundation of step (5) base liquor grade qualitative discrimination model is, first dialogue The spectral information of wine base wine sample carries out principal component analysis, it is thus achieved that principal component contributor rate score, then makees with optimal number of principal components For the input of model, setting up Fisher-DA discrimination model, data process Matlab data processing software completes;
In step (5) base liquor, the foundation of ester type compound quantitative identification model is, utilize SiPLS set up ester type compound content with The relational model of Fourier transform infrared spectroscopy.
The present invention further improvement project is, step (6) treat deciding grade and level base liquor carry out Quick deciding grade and level include base liquor Grade qualitative identification and base liquor ester type compound content quantitative differentiate, wherein base liquor grade qualitative identification, is first to treat deciding grade and level base The spectral information of wine sample carries out principal component analysis, then utilizes the base liquor grade qualitative discrimination model of foundation to process, Go out identification result;Base liquor ester type compound content quantitative differentiates, is to bring the spectroscopic data of base liquor sample to be defined the level into foundation Ester type compound quantitative identification model in base liquor, utilizes Matlab Mathematical treatment software to complete ester type compound content prediction.
The present invention further improvement project is, according to infrared spectrum base liquor grade qualitative identification result and base liquor esters Compound detection by quantitative result and corresponding company standard finally determine base liquor grade to be defined the level.
The present invention further improvement project is, described main ester type compound refers to ethyl hexanoate, ethyl lactate, acetic acid second Ester and ethyl n-butyrate..
The present invention compared with prior art, has a following obvious advantage:
1. sample is not required to pre-treatment, does not use any chemical reagent, reduces testing cost, the most free from environmental pollution.
2. the required sample size of detection is few, and each pattern detection time, at about 30 seconds, really realizes Fast nondestructive evaluation.
3. with manually judge and compared with physico-chemical analysis, greatly reduce personal error and systematic error, improve discriminating standard Really rate.
4. model accuracy rate is high, can be used for conventional analysis detection, also square with evaluation etc. for Chinese liquor quality during producing Face provides important support.
Accompanying drawing explanation
Fig. 1 is the flow chart of the present invention.
Fig. 2 is the Fourier transform infrared spectroscopy figure of Chinese liquor base liquor sample in the embodiment of the present invention.
Fig. 3 is different brackets Chinese liquor base liquor qualitative discrimination analysis result in the embodiment of the present invention.
Detailed description of the invention
Below by specific embodiment and combine accompanying drawing 1 to accompanying drawing 3 present invention is expanded on further, but it is not limiting as this Invention.
1. the collection of different brackets Chinese liquor base liquor sample: Jiangsu edge this life limited company taken from by sample.At Chinese liquor In production process, workshop teams and groups personnel pluck wine by timesharing, segmentation in still-process and sense organ taste's dialogue wine base wine is carried out Preliminary one-level wine and the division of two grades of wine.
2. the firsts and seconds wine that workshop teams and groups workman is submitted to by specialty Chinese liquor sensory review personnel carries out Accurate Assessment.Sense Official evaluate personnel according to wine body harmony, fragrance and be as good as miscellaneous taste dialogue wine base wine sample carry out classification deciding grade and level.Final receipts The collection good wine of one-level 17, a differential wine 9, two grades of good wine 19, two differential wine 15, totally 60 samples.
3. in dialogue wine base wine, ester type compound (ethyl hexanoate, ethyl acetate, ethyl n-butyrate., ethyl lactate) content is carried out Measure: use Agilent 7890 gas chromatograph that Ester is carried out chemical score mensuration.Use CP-WAX-57CB chromatographic column. Chromatographic condition be injector temperature be 200 DEG C, detector temperature is 210 DEG C, and column flow rate is 0.8ml/min, and carrier gas is nitrogen (99.999%), flow velocity is 2.0ml/min, and hydrogen flow rate is 30ml/min, and air velocity is 400ml/min, and make-up gas flow velocity is 30.0ml/min, experiment uses split sampling, and split ratio is 40:1, and sample size is 1 μ l.
4. use Fourier transform infrared spectrometer dialogue wine base wine sample to carry out spectra collection: to use Nicolet is50 Fourier transformation infrared spectrometer (Nicolet, the U.S.) and attenuated total reflectance ATR adnexa carry out spectra collection to wine sample, scanning Scope is 4000-650cm-1, and scanning times is 16 times, and resolution is 4cm-1.Each sample collecting 3 times, is averaged.Tested Journey carries out spectra collection with air for background.
5. set up base liquor grade qualitative discrimination model: first the spectral information of different brackets Chinese liquor base liquor sample is led Component analysis, it is thus achieved that principal component contributor rate score, then using optimal number of principal components as the input of model, sets up base liquor grade Fisher-DA discrimination model, data process Matlab data processing software completes.
6. set up base liquor ester type compound content quantitative and differentiate model: utilize SiPLS to set up ester type compound content and Fu In the relational model of leaf transformation infrared spectrum.Then utilize and mean square carry out judgment models with error (RMSECV) and correlation coefficient (R) Quality, RMSECV is minimum, and during R value maximum, modelling effect is best.During institute's established model RMSECV minimum of the present invention, correlation coefficient divides Be not ethyl hexanoate be 0.9864, ethyl acetate is 0.9702, and ethyl n-butyrate. is 0.9514, and ethyl lactate is 0.9915.
7. treat deciding grade and level base liquor sample and carry out grade qualitative identification: the spectral information first treating deciding grade and level base liquor sample is led Component analysis, then utilizes the base liquor grade qualitative discrimination model built to process, draws identification result.Identification result is: Four grade Chinese liquor base liquor sample standard deviations can distinguish completely, and recognition correct rate reaches 100%.
8. treat deciding grade and level base liquor sample and carry out ester type compound content quantitative discriminating: by the spectrum number of base liquor sample to be defined the level According to bringing the quantitative identification model of foundation into, Matlab Mathematical treatment software is utilized to complete ester type compound content prediction.Differentiate knot Fruit is: the result approximation that in base liquor sample to be defined the level, ester type compound content and chromatography record, and shows that the method can be applicable to Actual production.
9 according to infrared spectrum base liquor grade qualitative discrimination result and main esters detection by quantitative result and corresponding enterprise Standard, it is achieved the Quick of the final grade of Chinese liquor base liquor.

Claims (7)

1. aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology, it is characterised in that include following step Rapid:
(1) collect different brackets aromatic Chinese spirit base liquor sample, i.e. by plant personnel in distillation by timesharing, segmentation pluck wine and Sense organ taste, dialogue wine base wine carries out the division of preliminary wine level;
(2) specialty sensory review personnel according to wine body harmony, fragrance and are as good as miscellaneous taste dialogue wine base wine sample and feel Official evaluates, classification deciding grade and level;
(3) main ester type compound content in gas chromatograph dialogue wine base wine sample is used to be measured;
(4) Fourier transform infrared spectrometer dialogue wine base wine sample is used to carry out spectra collection;
(5) main ester type compound quantitative identification model in base liquor grade qualitative discrimination based on infrared spectrum and base liquor is set up;
(6) treating deciding grade and level base liquor and gather Fourier transform infrared spectroscopy collection, deciding grade and level base treated by the model utilizing step (5) to set up Wine carries out Quick deciding grade and level.
Aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology the most according to claim 1, its It is characterised by: step (3) uses Agilent 7890 gas chromatograph that ester type compound is carried out chemical score mensuration, chromatographic condition: CP-WAX-57CB chromatographic column, injector temperature is 200 DEG C, and detector temperature is 210 DEG C, and column flow rate is 0.8ml/min, carrier gas For nitrogen, flow velocity is 2.0ml/min, and hydrogen flow rate is 30ml/min, and air velocity is 400ml/min, and make-up gas flow velocity is 30.0ml/min, uses split sampling, and split ratio is 40:1, and sample size is 1 μ l.
Aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology the most according to claim 1, its It is characterised by: step (4), step (6) spectra collection are to use Nicolet is50 Fourier transformation infrared spectrometer and decay Total reflection ATR adnexa carries out spectra collection to wine sample, and sweep limits is 4000-650cm-1, and scanning times is 16 times, resolution For 4cm-1, each sample collecting 3 times, it is averaged, experimentation carries out spectra collection with air for background.
Aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology the most according to claim 1, its It is characterised by: the foundation of step (5) base liquor grade qualitative discrimination model is, the first spectral information of dialogue wine base wine sample is carried out Principal component analysis, it is thus achieved that principal component contributor rate score, then using optimal number of principal components as the input of model, sets up Fisher- DA discrimination model, data process Matlab data processing software completes;
In step (5) base liquor, the foundation of ester type compound quantitative identification model is, utilize SiPLS set up ester type compound content with The relational model of Fourier transform infrared spectroscopy.
Aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology the most according to claim 1, its Be characterised by: step (6) treat deciding grade and level base liquor carry out Quick deciding grade and level include base liquor grade qualitative identification and base liquor esters Compound content quantitative differentiates, wherein base liquor grade qualitative identification, is that the spectral information first treating deciding grade and level base liquor sample carries out main one-tenth Analyze, then utilize the base liquor grade qualitative discrimination model of foundation to process, draw identification result;Base liquor ester type compound Content quantitative differentiates, is ester type compound quantitative identification mould in the base liquor that the spectroscopic data of base liquor sample to be defined the level is brought into foundation Type, utilizes Matlab Mathematical treatment software to complete ester type compound content prediction.
Aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology the most according to claim 5, its It is characterised by: according to infrared spectrum base liquor grade qualitative identification result and base liquor ester type compound detection by quantitative result and corresponding Company standard finally determine base liquor grade to be defined the level.
Aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology the most according to claim 1, its It is characterised by: described main ester type compound refers to ethyl hexanoate, ethyl lactate, ethyl acetate and ethyl n-butyrate..
CN201610632330.1A 2016-08-04 2016-08-04 Aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology Pending CN106226263A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201610632330.1A CN106226263A (en) 2016-08-04 2016-08-04 Aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201610632330.1A CN106226263A (en) 2016-08-04 2016-08-04 Aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology

Publications (1)

Publication Number Publication Date
CN106226263A true CN106226263A (en) 2016-12-14

Family

ID=57547494

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201610632330.1A Pending CN106226263A (en) 2016-08-04 2016-08-04 Aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology

Country Status (1)

Country Link
CN (1) CN106226263A (en)

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107462624A (en) * 2017-06-30 2017-12-12 江苏大学 The rapid assay methods of main ester type compound content in a kind of white wine base liquor
CN107796783A (en) * 2017-10-17 2018-03-13 天津工业大学 A kind of quick, the accurate discrimination method of fragrant liquor
CN110144280A (en) * 2019-05-20 2019-08-20 江苏大学 A kind of white liquor method and its online simulation based near infrared spectrum on-line checking plucks wine device
CN113917061A (en) * 2021-10-22 2022-01-11 贵州大学 Detection and identification method for volatile substances of Maotai-flavor base liquor

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102072887A (en) * 2009-11-25 2011-05-25 贵州仁怀茅台镇金士酒业有限公司 Method for analyzing and identifying white spirit by using infrared spectrum
CN103353446A (en) * 2013-07-23 2013-10-16 安徽古井贡酒股份有限公司 Method of near-infrared rapid detection of physicochemical indexes in wine
CN103439269A (en) * 2013-09-06 2013-12-11 安徽古井贡酒股份有限公司 Method for quickly detecting physicochemical indexes in fermented grains by near infrared
CN204128960U (en) * 2014-08-07 2015-01-28 中国食品发酵工业研究院 A kind of drinks quality sense organ classification quick analytic instrument
CN104804959A (en) * 2015-05-04 2015-07-29 江南大学 Automatic liquor blending system based on electronic tongue and near infrared spectrum fusion detection
CN104949922A (en) * 2014-03-31 2015-09-30 徐军 Method for realizing sensory evaluation to white wine by use of near infrared spectrum

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102072887A (en) * 2009-11-25 2011-05-25 贵州仁怀茅台镇金士酒业有限公司 Method for analyzing and identifying white spirit by using infrared spectrum
CN103353446A (en) * 2013-07-23 2013-10-16 安徽古井贡酒股份有限公司 Method of near-infrared rapid detection of physicochemical indexes in wine
CN103439269A (en) * 2013-09-06 2013-12-11 安徽古井贡酒股份有限公司 Method for quickly detecting physicochemical indexes in fermented grains by near infrared
CN104949922A (en) * 2014-03-31 2015-09-30 徐军 Method for realizing sensory evaluation to white wine by use of near infrared spectrum
CN204128960U (en) * 2014-08-07 2015-01-28 中国食品发酵工业研究院 A kind of drinks quality sense organ classification quick analytic instrument
CN104804959A (en) * 2015-05-04 2015-07-29 江南大学 Automatic liquor blending system based on electronic tongue and near infrared spectrum fusion detection

Non-Patent Citations (7)

* Cited by examiner, † Cited by third party
Title
ENRIQUE DURÁN ET AL: "New FT-IR method to control the evolution of the volatile constituents of vinegar during the acetic fermentation process", 《FOOD CHEMISTRY》 *
OFÉLIA ANJOS ET AL: "FTIR–ATR spectroscopy applied to quality control of grape-derived spirits", 《FOOD CHEMISTRY》 *
姜安等: "基于SVM的白酒红外光谱分析方法研究", 《计算机与应用化学》 *
张卫卫等: "白酒基酒典型风味物质含量的测定方法与差异性研究", 《食品科学》 *
褚小立等: "《现代过程分析技术交叉学科发展前沿与展望》", 31 July 2016 *
谭超等: "近红外光谱组合区间偏最小二乘法定量白酒中的乙酸乙酯", 《计算机与应用化学》 *
黄亚东等: "《白酒生产技术》", 30 June 2014 *

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107462624A (en) * 2017-06-30 2017-12-12 江苏大学 The rapid assay methods of main ester type compound content in a kind of white wine base liquor
CN107796783A (en) * 2017-10-17 2018-03-13 天津工业大学 A kind of quick, the accurate discrimination method of fragrant liquor
CN110144280A (en) * 2019-05-20 2019-08-20 江苏大学 A kind of white liquor method and its online simulation based near infrared spectrum on-line checking plucks wine device
CN113917061A (en) * 2021-10-22 2022-01-11 贵州大学 Detection and identification method for volatile substances of Maotai-flavor base liquor

Similar Documents

Publication Publication Date Title
CN106501470B (en) Utilize the method for gustatory system and electronic nose association evaluation mustard thick chilli sauce flavor grade
CN107748146A (en) A kind of crude oil attribute method for quick predicting based near infrared spectrum detection
Ríos-Reina et al. Spectralprint techniques for wine and vinegar characterization, authentication and quality control: Advances and projections
CN107219188B (en) A method of based on the near-infrared spectrum analysis textile cotton content for improving DBN
CN106226263A (en) Aromatic Chinese spirit base liquor grade Quick method based on infrared spectrum technology
CN103134767B (en) Method for liquor quality identification through infrared spectrum revision
CN107703097B (en) Method for constructing model for rapidly predicting crude oil property by using near-infrared spectrometer
CN103645144B (en) Method for quantitatively analyzing components in white spirit
CN105136736A (en) Online near infrared sample size determination method
CN108844917A (en) A kind of Near Infrared Spectroscopy Data Analysis based on significance tests and Partial Least Squares
CN101995389A (en) Method for fast recognition of crude oil variety through near infrared spectrum
CN111521722A (en) Method for identifying storage years of fragrant odor type finished product white spirit bottles
CN102841069B (en) Method for rapidly identifying types of crude oil by using mid-infrared spectrum
CN105823752A (en) Method for fast identifying variety of edible oil through near-infrared spectroscopy method
CN103712948B (en) The fast non-destructive detection method of TVB-N content in fresh Carnis caprae seu ovis
CN108072627A (en) It is a kind of that the method for amino-acid nitrogen and total acid content in soy sauce is quickly detected with middle infrared spectrum
CN111948191B (en) Multi-light-source Raman spectrum analysis method and application thereof
CN111521577B (en) Infrared spectrum quantitative analysis method taking carbon dioxide peak area as reference
Lemos et al. ATR-MIR spectroscopy as a tool to assist ‘Tempranillo’clonal selection process: Geographical origin and year of harvest discrimination and oenological parameters prediction
CN111398208B (en) Method for rapidly identifying jadeite in traditional process by utilizing near infrared technology
CN116952896A (en) Near infrared rapid detection method for total nitrogen in saccharified wort of brewery
CN111912823A (en) Multi-component pesticide residue fluorescence detection analysis method
CN105738313B (en) A kind of method and application identifying animal blood based on near-infrared spectrum technique
CN114414524A (en) Method for rapidly detecting properties of aviation kerosene
CN113406037B (en) Infrared spectrum online rapid identification analysis method based on sequence forward selection

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
RJ01 Rejection of invention patent application after publication

Application publication date: 20161214

RJ01 Rejection of invention patent application after publication