Record number :
62764
Title of article :
Neuron-synapse IC chip-set for large-scale chaotic neural networks
Author/Authors :
Y.، Horio, نويسنده , , K.، Aihara, نويسنده , , O.، Yamamoto, نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2003
Pages :
-1392
From page :
1393
To page :
0
Abstract :
We propose a neuron-synapse integrated circuit (IC) chip-set for large-scale chaotic neural networks. We use switchedcapacitor (SC) circuit techniques to implement a three-internal-state transiently-chaotic neural network model. The SC chaotic neuron chip faithfully reproduces complex chaotic dynamics in real numbers through continuous state variables of the analog circuitry. We can digitally control most of the model parameters by means of programmable capacitive arrays embedded in the SC chaotic neuron chip. Since the output of the neuron is transfered into a digital pulse according to the allor-nothing property of an axon, we design a synapse chip with digital circuits. We propose a memory-based synapse circuit architecture to achieve a rapid calculation of a vast number of weighted summations. Both of the SC neuron and the digital synapse circuits have been fabricated as IC forms. We have tested these IC chips extensively, and confirmed the functions and performance of the chip-set. The proposed neuron-synapse IC chip-set makes it possible to construct a scalable and reconfigurable large-scale chaotic neural network with 10000 neurons and 10000/sup 2/ synaptic connections.
Keywords :
histidine modification , hydrolytic enzyme , (alpha)-Amylase , Bacillus subtilis , enzyme purification , Thermophilic bacteria
Journal title :
IEEE TRANSACTIONS ON NEURAL NETWORKS
Serial Year :
2003
Link To Document :
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