Title :
Design, fabrication and evaluation of a 5-inch wafer scale neural network LSI composed on 576 digital neurons
Author :
Yasunaga, Moritoshi ; Masuda, Noboru ; Yagyu, Masayoshi ; Asai, Mitsuo ; Yamada, Minoru ; Masaki, Akira
Abstract :
A wafer-scale-integration (WSI) neural network has been fabricated and evaluated. 576 digital neurons are integrated and interconnected with each other on a 5-in silicon wafer by using 0.8-μm CMOS. Neural functions are faithfully mapped to binary digital circuits. The 9-bit output and the 8-bit synapse weight of each neuron are variable. A time-sharing digital bus architecture overcomes the disadvantage of digital neuron circuits. This WSI neural network can be connected with a host computer and used for a wide range of artificial neural networks. The 16-city traveling salesman problem could be solved in less than 0.1 s by using this network. This speed was 10 times faster than a Hitachi supercomputer. Larger artificial neural networks can be realized by simply connecting WSIs
Keywords :
CMOS integrated circuits; VLSI; digital integrated circuits; neural nets; 0.8-μm CMOS; 16-city traveling salesman problem; 5-inch wafer scale neural network; 576 digital neurons; 8-bit synapse weight; 9-bit output; Hitachi neural net chip; WSI neural network; time-sharing digital bus architecture;
Conference_Titel :
Neural Networks, 1990., 1990 IJCNN International Joint Conference on
Conference_Location :
San Diego, CA, USA
DOI :
10.1109/IJCNN.1990.137618