Engagement Enhancement Based on Human-in-the-Loop Optimization for Neural Rehabilitation [PDF]
Enhancing patients' engagement is of great benefit for neural rehabilitation. However, physiological and neurological differences among individuals can cause divergent responses to the same task, and the responses can further change considerably during ...
Jiaxing Wang +9 more
doaj +7 more sources
Improving Walking Economy With an Ankle Exoskeleton Prior to Human-in-the-Loop Optimization [PDF]
Lower limb robotic exoskeletons have shown the capability to enhance human locomotion for healthy individuals or to assist motion rehabilitation and daily activities for patients.
Wei Wang +9 more
doaj +7 more sources
Exploring surface electromyography (EMG) as a feedback variable for the human-in-the-loop optimization of lower limb wearable robotics [PDF]
Human-in-the-loop (HITL) optimization with metabolic cost feedback has been proposed to reduce walking effort with wearable robotics. This study investigates if lower limb surface electromyography (EMG) could be an alternative feedback variable to ...
Martin Grimmer +3 more
doaj +4 more sources
Reducing the muscle activity of walking using a portable hip exoskeleton based on human-in-the-loop optimization [PDF]
Introduction: Human-in-the-loop optimization has made great progress to improve the performance of wearable robotic devices and become an effective customized assistance strategy.
Linghui Xu +12 more
doaj +4 more sources
Human-in-the-Loop Optimization of Shared Autonomy in Assistive Robotics. [PDF]
In this paper, we propose a mathematical framework which formalizes user-driven customization of shared autonomy in assistive robotics as a nonlinear optimization problem. Our insight is to allow the end-user, rather than relying on standard optimization techniques, to perform the optimization procedure, thereby allowing us to leave the exact nature of
Gopinath D, Jain S, Argall BD.
europepmc +5 more sources
Lower limb biomechanics of fully trained exoskeleton users reveal complex mechanisms behind the reductions in energy cost with human-in-the-loop optimization [PDF]
Exoskeletons that assist in ankle plantarflexion can improve energy economy in locomotion. Characterizing the joint-level mechanisms behind these reductions in energy cost can lead to a better understanding of how people interact with these devices, as ...
Katherine L. Poggensee +4 more
doaj +4 more sources
Using human-in-the-loop optimization for guiding manual prosthesis adjustments: a proof-of-concept study [PDF]
Introduction: Human-in-the-loop optimization algorithms have proven useful in optimizing complex interactive problems, such as the interaction between humans and robotic exoskeletons.
Siena C. Senatore +2 more
doaj +2 more sources
Human-in-the-Loop Optimization for Deep Stimulus Encoding in Visual Prostheses. [PDF]
Neuroprostheses show potential in restoring lost sensory function and enhancing human capabilities, but the sensations produced by current devices often seem unnatural or distorted. Exact placement of implants and differences in individual perception lead to significant variations in stimulus response, making personalized stimulus optimization a key ...
Granley J, Fauvel T, Chalk M, Beyeler M.
europepmc +5 more sources
Shortcomings of human-in-the-loop optimization of an ankle-foot prosthesis emulator: a case series [PDF]
Human-in-the-loop optimization allows for individualized device control based on measured human performance. This technique has been used to produce large reductions in energy expenditure during walking with exoskeletons but has not yet been applied to ...
Cara Gonzalez Welker +3 more
doaj +2 more sources
Human-in-the-loop optimization of wearable device parameters using an EMG-based objective function [PDF]
Advancements in wearable robots aim to improve user motion, motor control, and overall experience by minimizing energetic cost (EC). However, EC is challenging to measure and it is typically indirectly estimated through respiratory gas analysis.
María Alejandra Díaz +5 more
doaj +2 more sources

