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[期刊论文]

Development of electronic nose for qualitative and quantitative monitoring of volatile flammable liquids

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author:

Wu, Zhiyuan (Wu, Zhiyuan.) [1] | Wang, Hang (Wang, Hang.) [2] | Wang, Xiping (Wang, Xiping.) [3] | Unfold

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EI

Abstract:

A real-time electric nose (E-nose) with a metal oxide sensor (MOS) array was developed to monitor 5 highly flammable liquids (ethanol, tetrahydrofuran, turpentine, lacquer thinner, and gasoline) in this work. We found that temperature had a significant impact on the test results and temperature control could efficiently improve the performance of our E-nose. The results of our qualitative analysis showed that principal component analysis (PCA) could not efficiently distinguish these samples compared to a back-propagation artificial neural network (BP-ANN) which had a 100% accuracy rate on the test samples. Quantitative analysis was performed by regression analysis and the average errors were 9.1%–18.4%. In addition, through anti-interference training, the E-nose could filter out the potential false alarm caused by mosquito repellent, perfume and hair jelly. © 2020 by the authors. Licensee MDPI, Basel, Switzerland.

Keyword:

Backpropagation Electronic nose Flammability Liquids Metals Neural networks Regression analysis

Community:

  • [ 1 ] [Wu, Zhiyuan]College of Biological Science and Engineering, Fuzhou University, Fuzhou; 350108, China
  • [ 2 ] [Wang, Hang]College of Biological Science and Engineering, Fuzhou University, Fuzhou; 350108, China
  • [ 3 ] [Wang, Xiping]College of Biological Science and Engineering, Fuzhou University, Fuzhou; 350108, China
  • [ 4 ] [Zheng, Hunlong]College of Biological Science and Engineering, Fuzhou University, Fuzhou; 350108, China
  • [ 5 ] [Chen, Zhiming]College of Biological Science and Engineering, Fuzhou University, Fuzhou; 350108, China
  • [ 6 ] [Meng, Chun]College of Biological Science and Engineering, Fuzhou University, Fuzhou; 350108, China
  • [ 7 ] [Meng, Chun]State Key Laboratory of Photocatalysis on Energy and Environment, Fuzhou University, Fuzhou; 350108, China

Reprint 's Address:

  • [meng, chun]college of biological science and engineering, fuzhou university, fuzhou; 350108, china;;[meng, chun]state key laboratory of photocatalysis on energy and environment, fuzhou university, fuzhou; 350108, china

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Related Article:

Source :

Sensors (Switzerland)

ISSN: 1424-8220

Year: 2020

Issue: 7

Volume: 20

3 . 0 3 1

JCR@2018

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 34

30 Days PV: 2

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