An Ergonomic Role Allocation Framework for Dynamic Human-Robot Collaborative Tasks
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Abstract (arXiv)
By incorporating ergonomics principles into the task allocation processes, human-robot collaboration (HRC) frameworks can favour the prevention of work-related musculoskeletal disorders (WMSDs). In this context, existing offline methodologies do not account for the variability of human actions and states; therefore, planning and dynamically assigning roles in human-robot teams remains an unaddressed challenge.This study aims to create an ergonomic role allocation framework that optimises the HRC, taking into account task features and human state measurements. The presented framework consists of two main modules: the first provides the HRC task model, exploiting AND/OR Graphs (AOG)s, which we adapted to solve the allocation problem; the second module describes the ergonomic risk assessment during task execution through a risk indicator and updates the AOG-related variables to influence future task allocation. The proposed framework can be combined with any time-varying ergonomic risk indicator that evaluates human cognitive and physical burden. In this work, we tested our framework in an assembly scenario, introducing a risk index named Kinematic Wear.The overall framework has been tested with a multi-subject experiment. The task allocation results and subjective evaluations, measured with questionnaires, show that high-risk actions are correctly recognised and not assigned to humans, reducing fatigue and frustration in collaborative tasks.
Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). First posted on arXiv 19 Jan 2023.
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Citing papers per year: 2024: 1; 2025: 2; 2026: 2.
5 papers.
- 2025Intuitive Programming, Adaptive Task Planning, and Dynamic Role Allocation in Human-Robot Collaborationcited by 1
- 2024A Two-stage Reinforcement Learning-based Approach for Multi-entity Task Allocationcited by 0
- 2025Intelligent Framework for Human-Robot Collaboration: Dynamic Ergonomics and Adaptive Decision-Makingcited by 0
- 2026Safe reinforcement learning with online filtering for fatigue-predictive human-robot task planning and allocation in productioncited by 0
- 2026A hierarchical spatial-aware algorithm with efficient reinforcement learning for human-robot task planning and allocation in productioncited by 0
- 2026A hierarchical spatial-aware algorithm with efficient reinforcement learning for human-robot task planning and allocation in production14 Apr 2026
- 2026Safe reinforcement learning with online filtering for fatigue-predictive human-robot task planning and allocation in production14 Apr 2026
- 2025Intuitive Programming, Adaptive Task Planning, and Dynamic Role Allocation in Human-Robot Collaboration11 Nov 2025
- 2025Intelligent Framework for Human-Robot Collaboration: Dynamic Ergonomics and Adaptive Decision-Making10 Mar 2025
- 2024A Two-stage Reinforcement Learning-based Approach for Multi-entity Task Allocation29 Jun 2024