Reservoir controllers design though robot-reservoir timescale alignment

Abstract Natural behavior emerging in nonlinear dynamical systems enables reservoir computers to control underactuated robots by approximating their inverse dynamics. Unlike other model-free approaches, the reservoir controllers are sample-efficient, meaning a weighted average of the reservoir outpu...

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Bibliographic Details
Main Authors: Fan Ye, Arsen Abdulali, Kai-Fung Chu, Xiaoping Zhang, Fumiya Iida
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Communications Engineering
Online Access:https://doi.org/10.1038/s44172-025-00418-1
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