AN ANALOG NEUROCHIP AND ITS APPLICATIONS TO MULTILAYERED ARTIFICIAL NEURAL NETWORKS

Citation
D. Masumoto et al., AN ANALOG NEUROCHIP AND ITS APPLICATIONS TO MULTILAYERED ARTIFICIAL NEURAL NETWORKS, Fujitsu Scientific and Technical Journal, 29(3), 1993, pp. 234-241
Citations number
NO
Categorie Soggetti
Engineering, Eletrical & Electronic
ISSN journal
00162523
Volume
29
Issue
3
Year of publication
1993
Pages
234 - 241
Database
ISI
SICI code
0016-2523(1993)29:3<234:AANAIA>2.0.ZU;2-S
Abstract
Fujitsu developed a multi-purpose neurochip (analog neuroprocessor) wh ich was designed for practical applications that would incorporate neu ral networks into equipment. This paper describes this analog neurochi p and the multilayered artificial neural networks that run on it. This new chip was built using 2 mum Bi-CMOS technology. Input-output signa ls are analog; while weights are represented in digital. An analog tim e-sharing bus is used for input and output; analog data can be sampled at intervals of 13 mu s. The current chip has some problems, such as dispersion of device characteristics, loss of significant digits of we ight, and digit overflow. Some countermeasures for these problems were also examined.