CN109781944A - A kind of intelligent chemical analysis system and method for fluid sample - Google Patents

A kind of intelligent chemical analysis system and method for fluid sample Download PDF

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Publication number
CN109781944A
CN109781944A CN201910051302.4A CN201910051302A CN109781944A CN 109781944 A CN109781944 A CN 109781944A CN 201910051302 A CN201910051302 A CN 201910051302A CN 109781944 A CN109781944 A CN 109781944A
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fluid sample
module
liquid
value
detection
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刘巍
刘丽莉
吕鹏
曹明
张筱
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Tongjiang Customs Of People's Republic Of China
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Tongjiang Customs Of People's Republic Of China
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Abstract

The invention belongs to fluid sample analysis technical fields, a kind of intelligent chemical analysis system and method for fluid sample is disclosed, the intelligent chemical analysis system for fluid sample includes: PH detection module, chromatogram acquisition module, quality detection module, Detection of Stability module, main control module, oscillation module, liquid relief module, data memory module, display module.The present invention need to only be analyzed and processed the image of liquid by quality detection module, that is, can determine the quality of liquid, simplify the process of liquid quality detection, improve the speed of liquid quality detection, enrich detection mode;Simultaneously, the TSI distribution probability of a large amount of samples of repeated detection and TSI value are established into the TSI Distribution value state that histogram directly calculates a large amount of fluid samples by Detection of Stability module, the stability index TSI value of fluid sample described in different time is established into intuitive, clear radar map, evaluates the stability of the fluid sample.

Description

A kind of intelligent chemical analysis system and method for fluid sample
Technical field
The invention belongs to fluid sample analysis technical field more particularly to a kind of intelligent chemical analysis for fluid sample System and method.
Background technique
Chemical analysis refers to the method for determining substance chemical component or composition.Nothing can be divided into according to the property of analyte Machine analysis and organic analysis.According to the requirement of analysis, qualitative analysis and quantitative analysis can be divided into.According to analyte sample Quantity can be divided into macro-analysis, semimicro analysis, micro-analysis and ultramicro-analysis.Industrial raw material, semi-products, at Product, soil agriculturally, fertilizer, feed and fuel, lubricant in communications and transportation etc., in research, trial-production, production or use During, require applied chemistry analysis.The difference of chemical analysis according to its method of operation, can be classified as titrimetry (titrimetry) and gravimetric analysis (gravimetry).According to the concentration of titration institute's quota of expenditure solution and volume and it is tested The chemical reaction quantitative relation that substance and standard solution are carried out finds out the content of measured matter, and this analysis, which is referred to as, to be titrated Analysis, is also capacity analysis (volumetry).Utilize solution balances of finance, credit, foreign exchanges and materials: soda acid (ionization) balance, redox equilibrium, network Close (coordination) balance, precipitating dissolution equilibrium.It such as precipitated, volatilized by method appropriate, be electrolysed and be converted into component to be measured separately A kind of compound of pure, chemical composition fixation and separated with other components in sample, then claim its quality, according to title The content of obtained Mass Calculation component to be measured, such analysis method are known as gravimetry.Gravimetry be suitable for The macro-analysis that constituent content is greater than 1% is surveyed, its main feature is that accuracy is high, therefore this method is commonly used for arbitration analysis, but operates It is troublesome, time-consuming.However, existing fluid sample quality testing mode is single;Meanwhile it cannot intuitively obtain fluid sample stability letter Breath.
In conclusion problem of the existing technology is: existing fluid sample quality testing mode is single;Meanwhile it cannot It is intuitive to obtain fluid sample stability information.The pH value error of existing acidometer measurement is larger, and utilizes the color of chromatograph acquisition Spectrum signal baseline noise is big.
Summary of the invention
In view of the problems of the existing technology, the present invention provides a kind of intelligent chemical analysis systems for fluid sample And method.
The invention is realized in this way a kind of intelligent chemical analysis method for fluid sample, described to be used for liquid-like The intelligent chemical analysis method of product includes:
The first step detects fluid sample pH value using the acidometer of configuration electrode slope corrector;Using based on B-spline The liquid chromatograph of Raman spectrum baseline correction method correction acquires liquid sample chromatogram image;Detect fluid sample mass number According to;Detect fluid sample stability data;
Second step carries out oscillating operation to fluid sample using oscillator;Using tool arm equipment pipetting head to fluid sample Carry out mobile burette test operation;
Third step utilizes pH value, the chromatogram image, liquid quality, liquid stability data of memory storage acquisition;It utilizes PH value, chromatogram image, the liquid quality, liquid stability data of the fluid sample of display display acquisition.
Further, Raman spectrum baseline correction method of the first step based on B-spline is included: and is fitted to calculate using B-spline Method constantly approaches the baseline of spectral signal by the method for loop iteration;It specifically includes:
(1) the chromatographic signal S of original liquid chromatograph is inputted0, m dimensional vector, and enable it be used as and be fitted signal u0It is initial Value, i.e. u0=S0
(2) to u0B-spline fitting is carried out, matched curve u is obtainedn
(3) compare u0And unEach item size seeks its minimum value and assigns u0
(4) u is calculatednTo u0Relative error, if more than thresholding ζ, then return step (2), continue cycling through;Otherwise terminate to follow Ring obtains baseline un
(5) by baseline unFrom original chromatographic signal S0In subtract, the chromatographic signal S after being correctedcorrect
Further, the specific method that the configuration electrode slope corrector of the first step corrects acidometer includes: to make Used time is corrected acidometer sensitivity with two standard solution, makes each px scale and ion selectivity of acidometer The actual potential number of each px value of electrode is corresponding;The correction of electrode coefficient utilizes the closed loop for adjusting acidometer amplifier Amplification factor power Af is realized, generallys use successive approximation method;The first standard solution is first measured, adjusts " locator ", makes acid Degree meter indicating value is the practical px value of the standard solution;Second of standard solution is measured again, and adjusting " electrode coefficient correcting apparatus " makes acid Degree meter indicating value is the pX value of second of standard solution, and circulation is multiple, the final correction realized to acidometer.
Another object of the present invention is to provide a kind of intelligent chemical analysis methods that fluid sample is used for described in execution For the intelligent chemical analysis system of fluid sample, the intelligent chemical analysis system for fluid sample includes:
PH detection module, connect with main control module, for detecting fluid sample pH value by acidometer;
Chromatogram acquisition module, connect with main control module, for acquiring liquid sample chromatogram image by liquid chromatograph;
Quality detection module is connect with main control module, for detecting fluid sample qualitative data;
Detection of Stability module, connect with main control module, for detecting fluid sample stability data;
Main control module, with PH detection module, chromatogram acquisition module, quality detection module, Detection of Stability module, oscillation Module, liquid relief module, data memory module, display module connection, work normally for controlling modules by single-chip microcontroller;
Oscillation module is connect with main control module, for carrying out oscillating operation to fluid sample by oscillator;
Liquid relief module, connect with main control module, carries out mobile titration to fluid sample for equipping pipetting head by tool arm Test operation;
Data memory module is connect with main control module, for pH value, the chromatogram image, liquid by memory storage acquisition Weight, liquid stability data;
Display module is connect with main control module, pH value, the chromatogram for the fluid sample by display display acquisition Picture, liquid quality, liquid stability data.
Another object of the present invention is to provide a kind of intelligent chemical analysis methods that fluid sample is used for described in application Fluid sample analysis platform.
Advantages of the present invention and good effect are as follows: the present invention need to only divide the image of liquid by quality detection module Analysis processing, that is, can determine the quality of liquid, simplify the process of liquid quality detection, improve the speed of liquid quality detection, Abundant detection mode;Meanwhile by Detection of Stability module by the TSI distribution probability of a large amount of samples of repeated detection and TSI value The TSI Distribution value state that histogram directly calculates a large amount of fluid samples is established, by the stabilization of fluid sample described in different time Sex index TSI value establishes intuitive, clear radar map, evaluates the stability of the fluid sample.Acidometer configures electrode slope Corrector can effective acidity correction meter error, improve the measurement accuracy of acidometer;Raman spectrum baseline correction based on B-spline Method can be fitted the baseline of chromatographic signal, to eliminate baseline drift, improve the precision of signal, eliminate baseline and make an uproar Sound.
Detailed description of the invention
Fig. 1 is the intelligent chemical analysis system structural schematic diagram provided in an embodiment of the present invention for fluid sample;
Fig. 2 is the intelligent chemical analysis method flow diagram provided in an embodiment of the present invention for fluid sample;
In figure: 1, PH detection module;2, chromatogram acquisition module;3, quality detection module;4, Detection of Stability module;5, Main control module;6, oscillation module;7, liquid relief module;8, data memory module;9, display module.
Specific embodiment
In order to further understand the content, features and effects of the present invention, the following examples are hereby given, and cooperate attached drawing Detailed description are as follows.
Structure of the invention is explained in detail with reference to the accompanying drawing.
As shown in Figure 1, the intelligent chemical analysis system provided in an embodiment of the present invention for fluid sample includes: PH detection Module 1, chromatogram acquisition module 2, quality detection module 3, Detection of Stability module 4, main control module 5, oscillation module 6, liquid relief Module 7, data memory module 8, display module 9.
PH detection module 1 is connect with main control module 5, for detecting fluid sample pH value by acidometer;
Chromatogram acquisition module 2 is connect with main control module 5, for acquiring liquid sample chromatogram figure by liquid chromatograph Picture;
Quality detection module 3 is connect with main control module 5, for detecting fluid sample qualitative data;
Detection of Stability module 4 is connect with main control module 5, for detecting fluid sample stability data;
Main control module 5, with PH detection module 1, chromatogram acquisition module 2, quality detection module 3, Detection of Stability module 4, oscillation module 6, liquid relief module 7, data memory module 8, display module 9 connect, for controlling modules by single-chip microcontroller It works normally;
Oscillation module 6 is connect with main control module 5, for carrying out oscillating operation to fluid sample by oscillator;
Liquid relief module 7 is connect with main control module 5, carries out mobile drop to fluid sample for equipping pipetting head by tool arm Determine test operation;
Data memory module 8 is connect with main control module 5, for by memory storage acquisition pH value, chromatogram image, Liquid quality, liquid stability data;
Display module 9 is connect with main control module 5, pH value, chromatography for the fluid sample by display display acquisition Image, liquid quality, liquid stability data.
3 detection method of quality detection module provided in an embodiment of the present invention is as follows:
(1) liquid sample image is acquired by image pick-up device;
(2) an at least image for liquid to be detected is obtained using image collecting devices such as pick-up lens, flash lamps;Or it obtains The sample of liquid to be detected is taken, after setting chemical reagent is added in the sample, liquid to be detected is obtained by image collecting device Sample an at least image;
(3) image recognition is carried out to the image of acquisition when the image of acquisition is an image, determines what image was included Colouring information;According to image color information, the chromatic value of liquid to be detected is obtained, estimates contained substance in the liquid to be detected Type;Chromatic value is compared with default chromatic value, determines the levels of contamination of the liquid to be detected;Figure is carried out to image As identification and edge enhancing processing, the type concentration information of visible particle object in liquid to be detected is determined;Believed according to type concentration Breath, determines the turbidity information of the liquid to be detected;
When the image of acquisition is continuous two or two images above, by artificial intelligence model, to every image into Row Time-Series analysis determines the motion information of contained substance in liquid to be detected;According to motion information, determine in liquid to be detected Being information;Spectrophotometric analysis is carried out to image, obtains corresponding absorption spectrum curve;According to absorption spectrum curve, determine The type information of contained substance in liquid to be detected.
4 detection method of Detection of Stability module provided in an embodiment of the present invention is as follows:
1) start photodetector, configure detection parameters, fluid sample is detected, the concentration of the fluid sample is obtained Value α, height value h, sample particle average diameter d;
2) light intensity value of fluid sample is injected by photodetector Scanning Detction near-infrared light source, fluid sample is at least 2ml, the height of the fluid sample of photodetector Scanning Detction are h, and the total height of fluid sample is H, and h is not more than H;
It 3) is the sum of changing value of light intensity of all adjacent twice sweeps and liquid in n according to the scanning times of preset time The value of the ratio between body sample overall height H calculating fluid sample stability index TSI;Establish includes sample type and concentration, different TSI It is worth the sample data library of the data such as the incidence relation of corresponding probability;Two or two of sample data lab setting difference sample type A above TSI probability threshold value, the superiority and inferiority of the fluid sample is judged according to TSI probability threshold value;
In step 2), light intensity value provided in an embodiment of the present invention is to pass through back scattering after near-infrared light source injects fluid sample The backscattered light intensity values BS of the photodetector detection or transmitted light intensity values T detected by transmitted light detector, the fluid sample It is placed in sample cell.
As shown in Fig. 2, the intelligent chemical analysis method provided in an embodiment of the present invention for fluid sample includes following step It is rapid:
S101 detects fluid sample pH value using the acidometer of configuration electrode slope corrector;Utilize the drawing based on B-spline The liquid chromatograph of graceful spectrum baseline bearing calibration correction acquires liquid sample chromatogram image;Detect fluid sample qualitative data; Detect fluid sample stability data;
S102 carries out oscillating operation to fluid sample using oscillator;Using tool arm equipment pipetting head to fluid sample into The mobile burette test operation of row;
S103 utilizes pH value, the chromatogram image, liquid quality, liquid stability data of memory storage acquisition;Using aobvious Show pH value, chromatogram image, the liquid quality, liquid stability data of the fluid sample of device display acquisition.
In S101, the Raman spectrum baseline correction method provided in an embodiment of the present invention based on B-spline includes:
Using B-spline fitting algorithm, by the method for loop iteration, the baseline of spectral signal is constantly approached;
Its basic step is as follows:
(1) the chromatographic signal S of original liquid chromatograph is inputted0(m dimensional vector), and enable it be used as and be fitted signal u0Just Initial value, i.e. u0=S0
(2) to u0B-spline fitting is carried out, matched curve u is obtainedn
(3) compare u0And unEach item size seeks its minimum value and assigns u0
(4) u is calculatednTo u0Relative error, if more than thresholding ζ, then return step (2), continue cycling through;Otherwise terminate to follow Ring obtains baseline un
(5) by baseline unFrom original chromatographic signal S0In subtract, the chromatographic signal S after being correctedcorrect
In S101, the specific method packet provided in an embodiment of the present invention for configuring electrode slope corrector and acidometer being corrected It includes: when in use, acidometer sensitivity being corrected with two standard solution, make each px scale and ion of acidometer The actual potential number of each px value of electrodes selective is corresponding;The correction of electrode coefficient utilizes adjusting acidometer amplifier Closed-loop gain power Af realize, generally use successive approximation method;The first standard solution is first measured, " positioning is adjusted Device " makes the practical px value of the acidometer indicating value standard solution;Second of standard solution is measured again, adjusts " electrode coefficient calibration Device " makes the pX value of second of standard solution of acidometer indicating value, and circulation repeatedly, finally realizes the correction to acidometer.
When the invention works, firstly, detecting fluid sample pH value using acidometer by PH detection module 1;Pass through chromatography Figure acquisition module 2 acquires liquid sample chromatogram image using liquid chromatograph;Liquid-like quality is detected by quality detection module 3 Measure data;Fluid sample stability data is detected by Detection of Stability module 4;Secondly, main control module 5 passes through oscillation module 6 Oscillating operation is carried out to fluid sample using oscillator;By liquid relief module 7 using tool arm equip pipetting head to fluid sample into The mobile burette test operation of row;Then, pH value, the chromatogram image, liquid of memory storage acquisition are utilized by data memory module 8 Weight, liquid stability data;Finally, utilizing pH value, the color of the fluid sample of display display acquisition by display module 9 Spectrogram picture, liquid quality, liquid stability data.
The above is only the preferred embodiments of the present invention, and is not intended to limit the present invention in any form, Any simple modification made to the above embodiment according to the technical essence of the invention, equivalent variations and modification, belong to In the range of technical solution of the present invention.

Claims (5)

1. a kind of intelligent chemical analysis method for fluid sample, which is characterized in that the intelligence for fluid sample Learning analysis method includes:
The first step detects fluid sample pH value using the acidometer of configuration electrode slope corrector;Utilize the Raman based on B-spline The liquid chromatograph of spectrum baseline bearing calibration correction acquires liquid sample chromatogram image;Detect fluid sample qualitative data;Inspection Survey fluid sample stability data;
Second step carries out oscillating operation to fluid sample using oscillator;Fluid sample is carried out using tool arm equipment pipetting head Mobile burette test operation;
Third step utilizes pH value, the chromatogram image, liquid quality, liquid stability data of memory storage acquisition;Utilize display PH value, chromatogram image, the liquid quality, liquid stability data of the fluid sample of device display acquisition.
2. being used for the intelligent chemical analysis method of fluid sample as described in claim 1, which is characterized in that the first step base It include:, by the method for loop iteration, constantly to be forced using B-spline fitting algorithm in the Raman spectrum baseline correction method of B-spline The baseline of dipped beam spectrum signal;It specifically includes:
(1) the chromatographic signal S of original liquid chromatograph is inputted0, m dimensional vector, and enable it be used as and be fitted signal u0Initial value, That is u0=S0
(2) to u0B-spline fitting is carried out, matched curve u is obtainedn
(3) compare u0And unEach item size seeks its minimum value and assigns u0
(4) u is calculatednTo u0Relative error, if more than thresholding ζ, then return step (2), continue cycling through;Otherwise end loop obtains Obtain baseline un
(5) by baseline unFrom original chromatographic signal S0In subtract, the chromatographic signal S after being correctedcorrect
3. being used for the intelligent chemical analysis method of fluid sample as described in claim 1, which is characterized in that the first step The specific method that configuration electrode slope corrector corrects acidometer includes: when in use, with two standard solution to acidometer Sensitivity is corrected, and makes the actual potential number phase of each px value of each px scale and ion selective electrode of acidometer It is mapped;The correction of electrode coefficient is realized using the closed-loop gain power Af for adjusting acidometer amplifier, is generallyd use Successive approximation method;The first standard solution is first measured, adjusts " locator ", makes the practical px of the acidometer indicating value standard solution Value;Second of standard solution is measured again, and adjusting " electrode coefficient correcting apparatus " makes the pX of second of standard solution of acidometer indicating value Value, circulation repeatedly, finally realize the correction to acidometer.
4. the intelligence for fluid sample that a kind of perform claim requires the 1 intelligent chemical analysis method for fluid sample Chemical analysis system, which is characterized in that the intelligent chemical analysis system for fluid sample includes:
PH detection module, connect with main control module, for detecting fluid sample pH value by acidometer;
Chromatogram acquisition module, connect with main control module, for acquiring liquid sample chromatogram image by liquid chromatograph;
Quality detection module is connect with main control module, for detecting fluid sample qualitative data;
Detection of Stability module, connect with main control module, for detecting fluid sample stability data;
Main control module, with PH detection module, chromatogram acquisition module, quality detection module, Detection of Stability module, oscillation mode Block, liquid relief module, data memory module, display module connection, work normally for controlling modules by single-chip microcontroller;
Oscillation module is connect with main control module, for carrying out oscillating operation to fluid sample by oscillator;
Liquid relief module, connect with main control module, carries out mobile burette test to fluid sample for equipping pipetting head by tool arm Operation;
Data memory module is connect with main control module, for pH value, the chromatogram image, liquid matter by memory storage acquisition Amount, liquid stability data;
Display module is connect with main control module, for by the pH value of fluid sample of display display acquisition, chromatogram image, Liquid quality, liquid stability data.
5. a kind of liquid-like using the intelligent chemical analysis method for being used for fluid sample described in claims 1 to 3 any one Product analysis platform.
CN201910051302.4A 2019-01-21 2019-01-21 A kind of intelligent chemical analysis system and method for fluid sample Pending CN109781944A (en)

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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113393539A (en) * 2021-06-08 2021-09-14 北方工业大学 Color mutation identification method for chemical reaction solution

Citations (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4357668A (en) * 1980-03-04 1982-11-02 The Perkin-Elmer Corp. Base line correction method and apparatus
JPH0658882A (en) * 1992-08-05 1994-03-04 Nakano Vinegar Co Ltd Automatic titrator
CN2835995Y (en) * 2005-11-25 2006-11-08 国家粮食储备局成都粮食储藏科学研究所 End point judgment and automatic measuring device for multi-functional titrimeter
CN102183520A (en) * 2011-04-26 2011-09-14 东北电力大学 Water hardness on-line measurement device based on solution image technology and measurement method thereof
CN102253164A (en) * 2011-04-26 2011-11-23 东北电力大学 Water alkalinity on-line measuring device based on solution image technology and measuring method thereof
CN102269740A (en) * 2011-06-22 2011-12-07 红云红河烟草(集团)有限责任公司 Method for simultaneously determining benzoic acid, sorbic acid and salicylic acid in tobacco additive
CN202534143U (en) * 2012-04-01 2012-11-14 北京边华电化学分析仪器有限公司 Analytical instrument system with wireless communication function
CN105181986A (en) * 2015-08-24 2015-12-23 深圳海吉星农产品检测科技中心有限公司 Pesticide residue detection equipment
CN205898783U (en) * 2016-08-09 2017-01-18 杭州绿洁水务科技股份有限公司 Many indexs detect and remove quality of water laboratory
CN106383098A (en) * 2016-02-01 2017-02-08 北京朗迪森科技有限公司 Detection method and apparatus for stability of liquid sample
CN106645134A (en) * 2017-02-22 2017-05-10 王飞 Color measurement instrument for chemical analysis
CN107446972A (en) * 2017-09-07 2017-12-08 长沙理工大学 A kind of monitoring method of two enzymes method production trehalose
CN108107005A (en) * 2016-11-25 2018-06-01 北京小米移动软件有限公司 The method and device of liquid quality detection
CN108211419A (en) * 2016-12-22 2018-06-29 中国科学院沈阳自动化研究所 Automatic liquid-liquid-liquid extraction method of view-based access control model
CN207610912U (en) * 2017-12-27 2018-07-13 北京同信天博科技发展有限公司 A kind of fully automatic liquid sample treatment platform
CN108896678A (en) * 2018-07-18 2018-11-27 上海实朴检测技术服务有限公司 The method for measuring the metanilic acid in sewage

Patent Citations (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4357668A (en) * 1980-03-04 1982-11-02 The Perkin-Elmer Corp. Base line correction method and apparatus
JPH0658882A (en) * 1992-08-05 1994-03-04 Nakano Vinegar Co Ltd Automatic titrator
CN2835995Y (en) * 2005-11-25 2006-11-08 国家粮食储备局成都粮食储藏科学研究所 End point judgment and automatic measuring device for multi-functional titrimeter
CN102183520A (en) * 2011-04-26 2011-09-14 东北电力大学 Water hardness on-line measurement device based on solution image technology and measurement method thereof
CN102253164A (en) * 2011-04-26 2011-11-23 东北电力大学 Water alkalinity on-line measuring device based on solution image technology and measuring method thereof
CN102269740A (en) * 2011-06-22 2011-12-07 红云红河烟草(集团)有限责任公司 Method for simultaneously determining benzoic acid, sorbic acid and salicylic acid in tobacco additive
CN202534143U (en) * 2012-04-01 2012-11-14 北京边华电化学分析仪器有限公司 Analytical instrument system with wireless communication function
CN105181986A (en) * 2015-08-24 2015-12-23 深圳海吉星农产品检测科技中心有限公司 Pesticide residue detection equipment
CN106383098A (en) * 2016-02-01 2017-02-08 北京朗迪森科技有限公司 Detection method and apparatus for stability of liquid sample
CN205898783U (en) * 2016-08-09 2017-01-18 杭州绿洁水务科技股份有限公司 Many indexs detect and remove quality of water laboratory
CN108107005A (en) * 2016-11-25 2018-06-01 北京小米移动软件有限公司 The method and device of liquid quality detection
CN108211419A (en) * 2016-12-22 2018-06-29 中国科学院沈阳自动化研究所 Automatic liquid-liquid-liquid extraction method of view-based access control model
CN106645134A (en) * 2017-02-22 2017-05-10 王飞 Color measurement instrument for chemical analysis
CN107446972A (en) * 2017-09-07 2017-12-08 长沙理工大学 A kind of monitoring method of two enzymes method production trehalose
CN207610912U (en) * 2017-12-27 2018-07-13 北京同信天博科技发展有限公司 A kind of fully automatic liquid sample treatment platform
CN108896678A (en) * 2018-07-18 2018-11-27 上海实朴检测技术服务有限公司 The method for measuring the metanilic acid in sewage

Non-Patent Citations (6)

* Cited by examiner, † Cited by third party
Title
张文伟 等: "溶液pH 测定值校正新方法", vol. 23, no. 1, pages 61 - 63 *
张文伟, 李晓辉, 玉占君, 汪秀龄: "溶液pH测定值校正新方法", 辽宁师范大学学报(自然科学版), no. 01, 20 March 2000 (2000-03-20), pages 61 - 63 *
张文伟, 李晓辉, 玉占君, 汪秀龄: "溶液pH测定值校正新方法", 辽宁师范大学学报(自然科学版), no. 01, pages 61 - 63 *
范贤光;王海涛;王昕;许英杰;王秀芬;阙靖;: "基于非均匀B样条的拉曼光谱基线校正算法" *
范贤光;王海涛;王昕;许英杰;王秀芬;阙靖;: "基于非均匀B样条的拉曼光谱基线校正算法", 光谱学与光谱分析, vol. 1, no. 03, 15 March 2016 (2016-03-15), pages 724 - 728 *
范贤光;王海涛;王昕;许英杰;王秀芬;阙靖;: "基于非均匀B样条的拉曼光谱基线校正算法", 光谱学与光谱分析, vol. 1, no. 03, pages 725 - 726 *

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113393539A (en) * 2021-06-08 2021-09-14 北方工业大学 Color mutation identification method for chemical reaction solution
CN113393539B (en) * 2021-06-08 2023-05-26 北方工业大学 Color mutation identification method for chemical reaction solution

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