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

arXiv 2406.06103 ↗First posted 10 Jun 2024cs.HC cs.AI cs.ROcited by 0

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Abstract (arXiv)

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.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 6 of its 51 references that are in the map. First posted on arXiv 10 Jun 2024.

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References · 6

  1. 2018Shared Autonomy via Deep Reinforcement Learningcited by 65
  2. 2023How to Communicate Robot Motion Intent: A Scoping Reviewcited by 8
  3. 2021A Quantitative Analysis of Activities of Daily Living: Insights into Improving Functional Independence with Assistive Roboticscited by 6
  4. 2023In Time and Space: Towards Usable Adaptive Control for Assistive Robotic Armscited by 4
  5. 2023AdaptiX -- A Transitional XR Framework for Development and Evaluation of Shared Control Applications in Assistive Roboticscited by 3
  6. 2024Exploring of Discrete and Continuous Input Control for AI-enhanced Assistive Robotic Armscited by 1

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