Stackelberg model-based human-robot collaboration in removing screws for product remanufacturing

Yong Zhou, Yiqun Peng, Weidong Li*, Duc Pham

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

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Abstract

Remanufacturing end-of-life (EoL) products is a critical step to effectively retrieve high-value components or materials from the products. Statistics show that unscrewing is one of major activities in remanufacturing. Human-robot collaboration (HRC) is a sensible strategy to leverage the strengths of human operators and robots to take off screws under various rust conditions. Nevertheless, the capabilities of HRC need to be enhanced in terms of cooperation, safety and disassembly efficiency. To address this issue, in this paper, an innovative HRC approach enabled by the Stackelberg model for removing screws in EoL products is developed. The approach can address the dynamic and uncertain characteristics of human operators to achieve human-centric HRC disassembly. In this approach, utilities for the Stackelberge model are represented by considering the disassembly efficiency and safety of humans and robots. An innovative Particle Swarm Optimisation (PSO)-Pareto algorithm (PSO-Pareto) is designed to achieve the best performance in terms of safety and disassembly efficiency. The effectiveness and generality of the approach were validated via experiments and case studies, and benchmarks with different designs proved the superiority of the approach.

Original languageEnglish
Article number102370
Number of pages15
JournalRobotics and Computer-Integrated Manufacturing
Volume77
Early online date6 May 2022
DOIs
Publication statusPublished - Oct 2022

Bibliographical note

Funding Information:
This research was sponsored by the National Natural Science Foundation of China (Project No. 51975444 ). The authors would acknowledge many colleagues who provided constructive comments for improving the research.

Publisher Copyright:
© 2022 Elsevier Ltd

Keywords

  • Human-robot collaboration (HRC)
  • Optimisation
  • Stackelberg model

ASJC Scopus subject areas

  • Control and Systems Engineering
  • Software
  • General Mathematics
  • Computer Science Applications
  • Industrial and Manufacturing Engineering

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