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author:

Wu, Zhiyuan (Wu, Zhiyuan.) [1] | Wang, Hang (Wang, Hang.) [2] (Scholars:王航) | Wang, Xiping (Wang, Xiping.) [3] | Zheng, Hunlong (Zheng, Hunlong.) [4] | Chen, Zhiming (Chen, Zhiming.) [5] | Meng, Chun (Meng, Chun.) [6] (Scholars:孟春)

Indexed by:

EI Scopus SCIE

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.

Keyword:

artificial neural network back propagation electronic nose flammable liquids qualitative and quantitative analysis

Community:

  • [ 1 ] [Wu, Zhiyuan]Fuzhou Univ, Coll Biol Sci & Engn, Fuzhou 350108, Peoples R China
  • [ 2 ] [Wang, Hang]Fuzhou Univ, Coll Biol Sci & Engn, Fuzhou 350108, Peoples R China
  • [ 3 ] [Wang, Xiping]Fuzhou Univ, Coll Biol Sci & Engn, Fuzhou 350108, Peoples R China
  • [ 4 ] [Zheng, Hunlong]Fuzhou Univ, Coll Biol Sci & Engn, Fuzhou 350108, Peoples R China
  • [ 5 ] [Chen, Zhiming]Fuzhou Univ, Coll Biol Sci & Engn, Fuzhou 350108, Peoples R China
  • [ 6 ] [Meng, Chun]Fuzhou Univ, Coll Biol Sci & Engn, Fuzhou 350108, Peoples R China
  • [ 7 ] [Meng, Chun]Fuzhou Univ, State Key Lab Photocatalysis Energy & Environm, Fuzhou 350108, Peoples R China

Reprint 's Address:

  • 孟春

    [Meng, Chun]Fuzhou Univ, Coll Biol Sci & Engn, Fuzhou 350108, Peoples R China;;[Meng, Chun]Fuzhou Univ, State Key Lab Photocatalysis Energy & Environm, Fuzhou 350108, Peoples R China

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Source :

SENSORS

ISSN: 1424-8220

Year: 2020

Issue: 7

Volume: 20

3 . 5 7 6

JCR@2020

3 . 4 0 0

JCR@2023

ESI Discipline: CHEMISTRY;

ESI HC Threshold:160

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 18

SCOPUS Cited Count: 28

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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