2020年第81回応用物理学会秋季学術講演会

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FS フォーカストセッション「AIエレクトロニクス」 » FS.1 フォーカストセッション「AIエレクトロニクス」

[9p-Z28-1~19] FS.1 フォーカストセッション「AIエレクトロニクス」

2020年9月9日(水) 13:30 〜 19:00 Z28

浅井 哲也(北大)、中島 光雅(NTT)

16:15 〜 16:30

[9p-Z28-11] Availability of nonlinear response of materials using in the construction of simple reservoir computing

Shaohua Kan1、Kohei Nakajima2、Tetsuya Asai3、Megumi Akai-Kasaya3 (1.Osaka Univ.、2.The Univ. of Tokyo、3.Hokkaido Univ.)

キーワード:Physical RC, Single node, Parallel structure

A circuit-based system with the simplest form of nonlinearity, which is derived from an intrinsic response of materials, was proposed to serve as the reservoir in reservoir computing (RC) system. We show that insufficient dynamics in such systems can be assisted by external control in order for them to perform like complex dynamical systems. Moreover, we studied the performance of this dynamic system under different system frameworks, divulging the correlation between structural adjustments of reservoir and their performance in processing different types of tasks. Our results are expected to generate application prospect of using various materials based devices for informational processing.