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Fast non-destructive detection method and device of food smell based on gas sensor array technology

A technology of gas sensor and sensor array, which is applied in the direction of measuring devices, instruments, and food testing, etc., which can solve problems such as difficult implementation, waste of useful information, and high noise, and achieve reliability and repeatability improvement, accuracy, and repeatability The effect of improving and expanding the recognition range

Inactive Publication Date: 2005-03-23
JIANGSU UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Since the odor concentration emitted by food is generally all relatively low, the inventions described above are used to identify the volatilized odor of food and have the following problems: 1) the environment tested is not controlled during detection, and in an open test environment We know that the gas sensor is particularly sensitive to the composition, temperature, humidity, and partial pressure of oxygen in the surrounding test environment, so the sensor's response to the odor emitted by the same food is a value in the morning, and a value at noon, not to mention There is a difference between winter and summer, and in different places, the partial pressure of oxygen in the air environment is different and the composition is different, so the noise generated will be larger than the required signal
(2) Feature extraction is simple, only staying in the time domain to take feature values, and some only take stable values, which will waste a lot of useful information
(3) The analysis method used is too simple, most of which use error backpropagation BP neural network, but this kind of network has limited convergence ability and recognition ability, and can only identify several simple gases with large differences, which is not suitable for detection food volatile odor
[0004] On the device, most of the above several patents use the vacuum pump intermittent suction device. This test device looks like an animal nose, but it will cause the following problems. (1) The suction of the vacuum pump is actually based on the surrounding The air is the carrier gas, and when the inhalation starts, the acquisition device will generate a certain vacuum, so the oxygen partial pressure around the gas sensor will fluctuate, which will greatly interfere with the sensor acquisition signal
(2) When the measured food odor is sucked into the sensor reaction chamber by the vacuum pump, it will become thinner and thinner, so that all sensors cannot work at the same odor concentration
(3) The signal collected by the sensor is not adjusted, and the A / D conversion is directly entered into the computer, which is difficult to achieve in the collection of medium and low concentration gas samples
(4) Use oxygen to test the gas sensor immediately after recovery. Although it can save test time, it will cause excessive oxidation and recovery of the sensor used. Even if the measured odor is not added, the value of the sensor will change if the air is directly inhaled.
The patent number is: 6,450,008, and the patent name is: "Food applications of artificial olfactometry (artificial smell detection method for food)", this invention is also a device for detecting food odor, but in the detection method used, the inventor used Several groups of gas sensors are used to detect the smell emitted by food, and pretreatment is required before detection, and the processing process is cumbersome

Method used

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  • Fast non-destructive detection method and device of food smell based on gas sensor array technology
  • Fast non-destructive detection method and device of food smell based on gas sensor array technology
  • Fast non-destructive detection method and device of food smell based on gas sensor array technology

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Embodiment 1

[0036] Embodiment 1 is to use the present invention to detect and evaluate the quality of cigarettes.

[0037] like figure 1 As shown, the tested food samples are collected, and the samples are calibrated through sensory evaluation by professionals or conventional physical and chemical analysis. Here, cigarette evaluation experts are invited to evaluate the detected cigarettes, and the data obtained by the experts on different cigarettes are obtained and formed into a database; The data in a database will be used as calibration values ​​and expected values ​​for pattern recognition learning and training in the future.

[0038] figure 2 The detection process of the shown detection device for cigarettes is as follows:

[0039] a. When starting to work, turn on the computer and start the working device, the gas sample generation chamber (8) and the gas sensor array reaction chamber (10) are controlled at a certain temperature by a constant temperature water bath device. Solen...

Embodiment 2

[0068]Embodiment 2 detects 5 kinds of ethanol solutions with different concentrations, and measures the concentration data of each solution with conventional chemical methods when building the database, as the calibration value and expected value for pattern recognition learning and training of the solutions in the future. Get 5 milliliters of solution and be packed in the sample holder (18) when testing the sample with the detection device each time, put into airtight in the gas sample generation chamber (8), and other working processes are identical with embodiment 1. Finally, the results of principal component analysis of five different concentrations of ethanol by computer are as follows: Image 6 .

[0069] In addition, except for the carrier gas storage device (compressed air bottle), the detection device that realizes the above functions can be compactly packaged in a box the size of an ordinary personal computer case, and provides an interface and software with the per...

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Abstract

Some sample of relevant food is estimated by some professionals with their sensory organ or tested through conventional physical and chemical analysis to establish correlative data base. Some other sample is determined with sensor array through carrying the smell of the food to the sensor array reaction chamber via carrier gas, amplifying and filtering the signal from the sensor array, A / D conversion in A / D converter and data processing in computer. The result of computer processing is related with those in the established data base and one knowledge library is obtained through learning for the determination of truth and quality of tested sample. The said method is fast and simple, needs no pre-treatment of the sample and organic solvent extraction, and has the artificial intelligent identification to unknown sample. The present invention facilitates the physical and chemical analysis of food products.

Description

Technical field [0001] The invention relates to a detection method and device for food odor, in particular to a fast nondestructive detection method and device for food aroma and flavor based on gas sensor array and pattern recognition. Background technique [0002] Many of the unique qualities and characteristics of foods can be traced to the chemicals that create their odors. To date, odor assessment has been done by trained professionals, but individual assessments vary widely, are highly subjective, and in some cases involve health and safety issues. In recent years, gas chromatography is the most widely used method for the determination of food odor. Its determination requires preparation and processing of samples, selection of appropriate extraction solvents, and appropriate chromatographic separation conditions. The analysis time usually ranges from several tens of minutes to one hour. Because the concentration of volatile matter is generally relatively low, detecti...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G01N33/00G01N33/02
Inventor 赵杰文邹小波黄星奕刘木华蔡健荣
Owner JIANGSU UNIV
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