Reservoir computing with diverse timescales for prediction of multiscale dynamics

Machine learning approaches have recently been leveraged as a substitute or an aid for physical/mathematical modeling approaches to dynamical systems. To develop an efficient machine learning method dedicated to modeling and prediction of multiscale dynamics, we propose a reservoir computing (RC) mo...

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Bibliografske podrobnosti
Main Authors: Gouhei Tanaka, Tadayoshi Matsumori, Hiroaki Yoshida, Kazuyuki Aihara
Format: Article
Jezik:English
Izdano: American Physical Society 2022-07-01
Serija:Physical Review Research
Online dostop:http://doi.org/10.1103/PhysRevResearch.4.L032014