Journal of the Korean Institute of Telematics and Electronics B (전자공학회논문지B)
- Volume 31B Issue 1
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- Pages.107-114
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- 1994
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- 1016-135X(pISSN)
A Backpropagation Learning Algorithm for pRAM Networks
pRAM회로망을 위한 역전파 학습 알고리즘
Abstract
Hardware implementation of the on-chip learning artificial neural networks is important for real-time processing. A pRAM model is based on probabilistic firing of a biological neuron and can be implemented in the VLSI circuit with learning capability. We derive a backpropagation learning algorithm for the pRAM networks and present its circuit implementation with stochastic computation. The simulation results confirm the good convergence of the learning algorithm for the pRAM networks.
Keywords