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Shake to Learn: Dynamic Interrogation of Hidden Object Physics for Robotic Manipulation with Physical Reservoir Computing
Wen Sin Lor, Jun Wang, Suyi Li
Many physical properties relevant to robotic manipulation are hidden from vision. A sealed object, for example, may reveal little about its center of mass (COM) or internal content…
OpenPRC: A Unified Open-Source Framework for Physics-to-Task Evaluation in Physical Reservoir Computing
Yogesh Phalak, Wen Sin Lor, Apoorva Khairnar +3
Physical Reservoir Computing (PRC) leverages the intrinsic nonlinear dynamics of physical substrates, mechanical, optical, spintronic, and beyond, as fixed computational reservoirs…
Stochastic Entanglement of Deterministic Origami Tentacles For Robust Robotic Grasping
Alec Boron, Bokun Zheng, Ziyang Zhou +2
Origami-inspired robotic grippers have shown promising potential for object manipulation tasks due to their compact volume and mechanical flexibility. However, robust capture of ob…
Spider web-inspired sensing and computation with fiber network physical reservoirs
Apoorva Khairnar, Yogesh Phalak, Jun Wang +4
Physical reservoir computing leverages the intrinsic dynamics of mechanical systems to perform computation through their natural responses to input signals. Here, we study a compli…