共 24 条
Classifying Beers With Memristor Neural Network Algorithm in a Portable Electronic Nose System
被引:3
作者:

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Cui, Yuanhui
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Dalian Polytech Univ, Sch Informat Sci & Engn, Dalian, Peoples R China Dalian Polytech Univ, Sch Informat Sci & Engn, Dalian, Peoples R China

Bai, Qinghao
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Dalian Polytech Univ, Sch Informat Sci & Engn, Dalian, Peoples R China Dalian Polytech Univ, Sch Informat Sci & Engn, Dalian, Peoples R China

Yang, Yanqing
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Dalian Polytech Univ, Sch Int Educ, Dalian, Peoples R China Dalian Polytech Univ, Sch Informat Sci & Engn, Dalian, Peoples R China
机构:
[1] Dalian Polytech Univ, Sch Informat Sci & Engn, Dalian, Peoples R China
[2] Dalian Polytech Univ, Sch Int Educ, Dalian, Peoples R China
来源:
FRONTIERS IN PHYSICS
|
2022年
/
10卷
关键词:
electronic nose;
memristor back-propagation neural network;
classifying beers;
feature extraction method;
MOS sensors;
DRIFT COMPENSATION;
SENSOR DRIFT;
D O I:
10.3389/fphy.2022.907644
中图分类号:
O4 [物理学];
学科分类号:
0702 ;
摘要:
Quality control and counterfeit product detection have become exceedingly important due to the vertical market of beers in the global economy. China is the largest producer of beer globally and has a massive problem with counterfeit alcoholic beverages. In this research, a modular electronic nose system with 4 MOS gas sensors was designed for collecting the models from four different brands of Chinese beers. A sample delivery subsystem was fabricated to inject and clean the samples. A software-based data acquisition subsystem was programmed to record the time-dependent chemical responses in 28 different models. A back-propagation neural network based on a memristor was proposed to classify the quality of the beers. Data collected from the electronic nose system were then used to train, validate, and test the created memristor back-propagation neural network model. Over 70 tests with changes in the setup parameters, feature extraction methods, and neural network parameters were performed to analyze the classification performance of the electronic nose hardware and neural network. Samples collected from 28 experiments showed a deviation of 9% from the mean value. The memristor back-propagation network was able to classify four brands of Chinese beers, with 88.3% of classification accuracy. Because the memristor neural network algorithm is easy to fabricate in hardware, it is reasonable to design an instrument with low cost and high accuracy in the near future.
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Hunan Inst Sci & Technol, Coll Phys & Elect, Key Lab Hunan Prov Informat Photon & Freespace Op, Yueyang 414006, Peoples R China Hunan Inst Sci & Technol, Coll Phys & Elect, Key Lab Hunan Prov Informat Photon & Freespace Op, Yueyang 414006, Peoples R China