Time series reconstructing using calibrated reservoir computing

Abstract Reservoir computing, a new method of machine learning, has recently been used to predict the state evolution of various chaotic dynamic systems. It has significant advantages in terms of training cost and adjusted parameters; however, the prediction length is limited. For classic reservoir...

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Bibliographic Details
Main Authors: Yeyuge Chen, Yu Qian, Xiaohua Cui
Format: Article
Language:English
Published: Nature Portfolio 2022-09-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-022-20331-3