DocumentCode :
962590
Title :
Analog VLSI Circuit Implementation of an Adaptive Neuromorphic Olfaction Chip
Author :
Koickal, Thomas Jacob ; Hamilton, Alister ; Tan, Su Lim ; Covington, James A. ; Gardner, Julian W. ; Pearce, Tim C.
Author_Institution :
Sch. of Eng. & Electron., Edinburgh Univ.
Volume :
54
Issue :
1
fYear :
2007
Firstpage :
60
Lastpage :
73
Abstract :
In this paper, we present the analog circuit design and implementation of the components of an adaptive neuromorphic olfaction chip. A chemical sensor array employing carbon black composite sensing materials with integrated signal processing circuitry forms the front end of the chip. The sensor signal processing circuitry includes a dc offset cancellation circuit to ameliorate loss of measurement range associated with chemical sensors. Drawing inspiration from biological olfactory systems, the analog circuits used to process signals from the on-chip odor sensors make use of temporal "spiking" signals to act as carriers of odor information. An on-chip spike time dependent learning circuit is integrated to dynamically adapt weights for odor detection and classification. All the component subsystems implemented on chip have been successfully tested in silicon
Keywords :
CMOS analogue integrated circuits; VLSI; chemical sensors; chemioception; electronic noses; neural nets; adaptive neuromorphic olfaction chip; analog VLSI circuit; biological olfactory; carbon black composite sensing materials; chemical sensor array; electronic nose; integrated signal processing; machine olfaction; neuromorphic circuits; odor detection; on-chip learning; spike-timing-dependent plasticity; Adaptive signal processing; Analog circuits; Array signal processing; Biomedical signal processing; Biosensors; Chemical and biological sensors; Chemical sensors; Neuromorphics; Sensor arrays; Very large scale integration; Analog VLSI; electronic nose; machine olfaction; neuromorphic circuits; on-chip learning; spike-timing-dependent plasticity (STDP);
fLanguage :
English
Journal_Title :
Circuits and Systems I: Regular Papers, IEEE Transactions on
Publisher :
ieee
ISSN :
1549-8328
Type :
jour
DOI :
10.1109/TCSI.2006.888677
Filename :
4061019
Link To Document :
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