Fast replanning of a lower-limb exoskeleton trajectories for rehabilitation
Maxime Brunet (CAS), Marine P\'etriaux, Florent Di Meglio (CAS),, Nicolas Petit (CAS)

TL;DR
This paper introduces a rapid numerical method for replanning lower-limb exoskeleton trajectories during rehabilitation, ensuring stability and responsiveness within milliseconds, thus enhancing patient-specific therapy adjustments.
Contribution
A novel, fast replanning algorithm based on optimal control and Pontryagin's principle for stable, real-time exoskeleton trajectory adjustments during rehabilitation.
Findings
Replanning resolution time below 1 ms
Effective handling of practical physiotherapy scenarios
Stable trajectory updates demonstrated in realistic simulations
Abstract
The paper addresses the rehabilitation of disabled patients using a lower-limb fully-actuated exoskeleton. We propose a novel numerical method to replan the current step without jeopardizing stability. Stability is evaluated in the light of a simple linear time-invariant surrogate model. The method's core is the analysis of an input-constrained optimal control problem with state specified at an unspecified terminal time. A detailed study of the extremals given by Pontryagin Maximum Principle is sufficient to characterize its feasibility. This allows a fast replanning strategy. The efficiency of the numerical algorithm (resolution time below 1 ms) yields responsiveness to the patient's request. Realistic simulations on a full-body model of the patient-exoskeleton system stress that cases of practical interest for physiotherapists are well-addressed.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsStroke Rehabilitation and Recovery · Parkinson's Disease and Spinal Disorders · Prosthetics and Rehabilitation Robotics
