DocumentCode :
2266250
Title :
Low cost ANN system based on TDM approach
Author :
Young, Darniel ; Cheng, Lee Ming
Author_Institution :
Dept. of Electron. Eng., City Polytech. of Hong Kong, Kowloon, Hong Kong
fYear :
1993
fDate :
16-18 Aug 1993
Firstpage :
1185
Abstract :
A general purpose low cost hardware ANN system has been built. The hardware is based on MD1220 neural bit slice and PC/AT is used as the host computer for testing. Each MD1220 contains 8 binary neurons. In order to improve its connectivity and flexibility, time division multiplexing (TDM) is used. This approach can allow network reconfiguration for different architectures by simply changing the firmware instead of modifying the hardware. Here, back propagation learning paradigm is selected for evaluating the system and a primitive OCR application was designed to test its functionality and feasibility. The results of this work are reported which indicate the implementation of neural network architectures using a conventional computer such as in the assembly code of 80286 may require 24 times more clock cycle than MD1220 assuming that the same clock (20 MHz) is used. Further analysis also indicates that the TDM approach will be a low cost and effective way of implementing the hardware ANN system. This is especially important for embedded controller application
Keywords :
backpropagation; neural chips; neural net architecture; optical character recognition; performance evaluation; reconfigurable architectures; time division multiplexing; 20 MHz; MD1220 neural bit slice; OCR application; PC/AT computer; TDM; backpropagation learning; low cost hardware system; network reconfiguration; neural network architectures; time division multiplexing; Artificial neural networks; Clocks; Computer architecture; Costs; Microprogramming; Neural network hardware; Neurons; Optical character recognition software; Testing; Time division multiplexing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems, 1993., Proceedings of the 36th Midwest Symposium on
Conference_Location :
Detroit, MI
Print_ISBN :
0-7803-1760-2
Type :
conf
DOI :
10.1109/MWSCAS.1993.343305
Filename :
343305
Link To Document :
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