Reinforcement learning neural network circuits for electronic nose

被引:0
作者
Abdel-Aty-Zohdy, HS [1 ]
Al-Nsour, M [1 ]
机构
[1] Oakland Univ, Dept Elect & Syst Engn, Microelect Syst Design Lab, Rochester, MI 48309 USA
来源
ISCAS '99: PROCEEDINGS OF THE 1999 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL 5: SYSTEMS, POWER ELECTRONICS, AND NEURAL NETWORKS | 1999年
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper approaches electronic nose design from two promising angles: Reinforcement Neural Network (RNN) learning algorithms, and Naturally compatible analog circuits. This approach is inspired by biological sensing and discrimination of multitude of odors in a background environment. A VLSI system approach is presented for classification of chemical compounds, with knowledge of key features only. Based on utilizing microsensor arrays, reinforcement neural networks are used to affect non-parametric pattern recognition, classification, and distinction among multicomponent chemicals. A specialized RNN approach is chosen [1-3]. Realization and implementation of analog RNN circuits is presented using 1.2 mu m CMOS n-well technology, at AMI, throught the MOSIS facilities. Preliminary results are satisfactory and lend evidence to the effectiveness of the analog designed neural network building blocks for temporal and spatial NN pattern recognition.(1).
引用
收藏
页码:379 / 382
页数:4
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