Adaptive Control in Assistive Application -- A Study Evaluating Shared Control by Users with Limited Upper Limb Mobility

Fuente: arXiv
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Hauptverfasser: Goldau, Felix Ferdinand, Pascher, Max, Baumeister, Annalies, Tolle, Patrizia, Gerken, Jens, Frese, Udo
Format: Preprint
Veröffentlicht: 2024
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author Goldau, Felix Ferdinand
Pascher, Max
Baumeister, Annalies
Tolle, Patrizia
Gerken, Jens
Frese, Udo
author_facet Goldau, Felix Ferdinand
Pascher, Max
Baumeister, Annalies
Tolle, Patrizia
Gerken, Jens
Frese, Udo
contents Shared control in assistive robotics blends human autonomy with computer assistance, thus simplifying complex tasks for individuals with physical impairments. This study assesses an adaptive Degrees of Freedom control method specifically tailored for individuals with upper limb impairments. It employs a between-subjects analysis with 24 participants, conducting 81 trials across three distinct input devices in a realistic everyday-task setting. Given the diverse capabilities of the vulnerable target demographic and the known challenges in statistical comparisons due to individual differences, the study focuses primarily on subjective qualitative data. The results reveal consistently high success rates in trial completions, irrespective of the input device used. Participants appreciated their involvement in the research process, displayed a positive outlook, and quick adaptability to the control system. Notably, each participant effectively managed the given task within a short time frame.
format Preprint
id arxiv_https___arxiv_org_abs_2406_06103
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Adaptive Control in Assistive Application -- A Study Evaluating Shared Control by Users with Limited Upper Limb Mobility
Goldau, Felix Ferdinand
Pascher, Max
Baumeister, Annalies
Tolle, Patrizia
Gerken, Jens
Frese, Udo
Human-Computer Interaction
Artificial Intelligence
Robotics
Shared control in assistive robotics blends human autonomy with computer assistance, thus simplifying complex tasks for individuals with physical impairments. This study assesses an adaptive Degrees of Freedom control method specifically tailored for individuals with upper limb impairments. It employs a between-subjects analysis with 24 participants, conducting 81 trials across three distinct input devices in a realistic everyday-task setting. Given the diverse capabilities of the vulnerable target demographic and the known challenges in statistical comparisons due to individual differences, the study focuses primarily on subjective qualitative data. The results reveal consistently high success rates in trial completions, irrespective of the input device used. Participants appreciated their involvement in the research process, displayed a positive outlook, and quick adaptability to the control system. Notably, each participant effectively managed the given task within a short time frame.
title Adaptive Control in Assistive Application -- A Study Evaluating Shared Control by Users with Limited Upper Limb Mobility
topic Human-Computer Interaction
Artificial Intelligence
Robotics
url https://arxiv.org/abs/2406.06103