Evandro Maicon Ficanha

Locomotion Envelopes for Adaptive Control of Powered Ankle Prostheses

In this paper we combine Gaussian process regression and impedance control, to illicit robust, anthropomorphic, adaptive control of a powered ankle prosthesis. We learn the non-linear manifolds which guide how locomotion variables temporally evolve, and regress that surface over a velocity range to…