CHEMICAL SUBSTANCE CLASSIFICATION BY ELECTRONIC NOSES

被引:0
作者
Pornpanomchai, Chomtip [1 ]
Khongchuay, Piyorot [1 ]
机构
[1] Mahidol Univ, Fac Sci, Dept Comp Sci, Bangkok 10400, Thailand
来源
2009 2ND IEEE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, VOL 1 | 2009年
关键词
Electronic Noses; Chemical substance Classification; Neural Network;
D O I
10.1109/ICCSIT.2009.5234995
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Normally, an electronic nose project uses two researches areas which are hardware for developing sensors to detect substance smell and software using pattern matching theorem for recognizing substance. The operation begins with sensors hit the smell of chemical substance. The result is converted from analog to digital representation. An artificial intelligence is a tool of a thinking system which can create knowledge as if a human does. The objective of this research is to classify chemical substance by using electronic noses. We used eight types of chemical substance in the experiment which are 1) Acetone, 2) Benzene, 3) Propanal, 4) Butanol, 5) Chloroform, 6) Ethanol,7) Methane and 8) Tetrahydrofuran. We compared nine structures of neural network to classify the chemical substance data. The precision of correctness is equal to 94.64 for a neural network structure as 54 input-layer nodes, 216 hidden-layer1 nodes, 8 hidden-layer2 nodes and 8 output-layer nodes.
引用
收藏
页码:68 / 72
页数:5
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