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cs.RO2025
One-Step Model Predictive Path Integral for Manipulator Motion Planning Using Configuration Space Distance Fields
Yulin Li, Tetsuro Miyazaki, Kenji Kawashima
Motion planning for robotic manipulators is a fundamental problem in robotics. Classical optimization-based methods typically rely on the gradients of signed distance fields (SDFs)…
cs.RO2025
Control Pneumatic Soft Bending Actuator with Online Learning Pneumatic Physical Reservoir Computing
Junyi Shen, Tetsuro Miyazaki, Kenji Kawashima
The intrinsic nonlinearities of soft robots present significant control but simultaneously provide them with rich computational potential. Reservoir computing (RC) has shown effect…