DocumentCode :
1013124
Title :
Design and implementation of multipattern generators in analog VLSI
Author :
Kier, Ryan J. ; Harrison, R.R.
Author_Institution :
Dept. of Electr. & Comput. Eng., Utah Univ., Salt Lake City, UT, USA
Volume :
17
Issue :
4
fYear :
2006
fDate :
7/1/2006 12:00:00 AM
Firstpage :
1025
Lastpage :
1038
Abstract :
In recent years, computational biologists have shown through simulation that small neural networks with fixed connectivity are capable of producing multiple output rhythms in response to transient inputs. It is believed that such networks may play a key role in certain biological behaviors such as dynamic gait control. In this paper, we present a novel method for designing continuous-time recurrent neural networks (CTRNNs) that contain multiple embedded limit cycles, and we show that it is possible to switch the networks between these embedded limit cycles with simple transient inputs. We also describe the design and testing of a fully integrated four-neuron CTRNN chip that is used to implement the neural network pattern generators. We provide two example multipattern generators and show that the measured waveforms from the chip agree well with numerical simulations.
Keywords :
VLSI; analogue integrated circuits; continuous time systems; limit cycles; neural chips; recurrent neural nets; analog VLSI; biological behaviors; computational biologists; continuous-time recurrent neural networks; dynamic gait control; fixed connectivity; fully integrated four-neuron CTRNN chip; multipattern generators; multiple embedded limit cycles; multiple output rhythms; neural network pattern generators; Biological system modeling; Biology computing; Computational modeling; Computer networks; Legged locomotion; Limit-cycles; Neural networks; Rhythm; Switches; Very large scale integration; Analog neural network; analog VLSI; central pattern generator (CPG) implementations; continuous-time recurrent neural network (CTRNN); multipattern generators;
fLanguage :
English
Journal_Title :
Neural Networks, IEEE Transactions on
Publisher :
ieee
ISSN :
1045-9227
Type :
jour
DOI :
10.1109/TNN.2006.875983
Filename :
1650256
Link To Document :
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