A novel architecture based on the use of two independently actuated wheels is proposed for a rehabilitation exoskeleton with swinging legs. First, the equations of motion of the exoskeleton are derived via Euler-Lagrange principles yielding, by the structure of the mechanics, a purely continuous-time model without impacts. To impose a gait-like motion suitable for rehabilitation purposes, a two-step control scheme is envisioned: a reference generator unit is combined with a low-level feedback control for the individual wheels. For the latter, the dynamical model is employed for emulating, initially via simulation, a Reinforcement Learning approach to compute the optimal scheduling of different (stabilizing) PID controllers, hence paving the way for the future extension to a purely model-free framework for the actual prototype.
Monti, A., Possieri, C., Sassano, M., Carnevale, D. (2022). Modeling and control design of a rehabilitation exoskeleton on actuated wheels. In 2022 European Control Conference (ECC) (pp.1584-1589). 345 E 47TH ST, NEW YORK, NY 10017 USA : IEEE [10.23919/ECC55457.2022.9838082].
Modeling and control design of a rehabilitation exoskeleton on actuated wheels
Possieri, C;Sassano, M;Carnevale, D
2022-01-01
Abstract
A novel architecture based on the use of two independently actuated wheels is proposed for a rehabilitation exoskeleton with swinging legs. First, the equations of motion of the exoskeleton are derived via Euler-Lagrange principles yielding, by the structure of the mechanics, a purely continuous-time model without impacts. To impose a gait-like motion suitable for rehabilitation purposes, a two-step control scheme is envisioned: a reference generator unit is combined with a low-level feedback control for the individual wheels. For the latter, the dynamical model is employed for emulating, initially via simulation, a Reinforcement Learning approach to compute the optimal scheduling of different (stabilizing) PID controllers, hence paving the way for the future extension to a purely model-free framework for the actual prototype.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.