Title :
An application of Verilog-A to modeling of back propagation algorithm in neural networks
Author :
Suzuki, Kenichi ; Nishio, Akinobu ; Kamo, Atsushi ; Watanabe, Takayuki ; Asai, Hideki
Author_Institution :
Fac. of Eng., Shizuoka Univ., Hamamatsu, Japan
Abstract :
This paper describes an application of the Verilog-A, which is a hardware description language for analog applications, to the modeling of neural networks. We attempt to simulate neural networks having a learning algorithm, which has not been designed with electronic circuits. The learning algorithm is modeled with Verilog-A and the suitable synaptic weights are solved by Verilog-A simulation
Keywords :
backpropagation; hardware description languages; modelling; neural nets; Verilog-A; Verilog-A simulation; analog hardware description language; backpropagation algorithm; learning algorithm; neural network modelling; synaptic weights; Circuit simulation; Circuit synthesis; Digital systems; Electronic circuits; Hardware design languages; Intelligent networks; Modeling; Neural networks; Neurons; Very large scale integration;
Conference_Titel :
Circuits and Systems, 2000. Proceedings of the 43rd IEEE Midwest Symposium on
Conference_Location :
Lansing, MI
Print_ISBN :
0-7803-6475-9
DOI :
10.1109/MWSCAS.2000.951461
