Balancing Human-robot Collaborative Disassembly Line by Using Dingo Optimization Algorithm

Xiwang Guo, Liangbo Zhou, Mengchu Zhou, Weitian Wang, Jiacun Wang, Liang Qi

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Abstract

Disassembling and recycling scrapped products play important roles in effectively reducing environmental pollution and improving resource sustainability. A multi-product human-robot collaborative disassembly-line-balancing problem (MHDP) arises from doing so and represents an important yet to be solved in the remanufacturing field. This work explores how to use optimization algorithms to schedule tasks between humans and robots to maximize remanufacturing profit in human-robot collaboration contexts. Specifically, we investigate MHDP and develop a mixed integer programming model considering various system constraints. We propose a dingo optimization algorithm that simulates wild dogs' social hierarchy and chasing processes to solve MHDP. We compare the proposed algorithm with an exact solution finder, i.e., IBM CPLEX and a well-known intelligent optimization method, i.e., Genetic Algorithm to show its competitive performance in terms of solution accuracy and efficiency.

Original languageEnglish (US)
Title of host publication2024 IEEE 4th International Conference on Human-Machine Systems, ICHMS 2024
EditorsMing Hou, Tiago H. Falk, Arash Mohammadi, Antonio Guerrieri, David Kaber
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798350315790
DOIs
StatePublished - 2024
Event4th IEEE International Conference on Human-Machine Systems, ICHMS 2024 - Hybrid, Toronto, Canada
Duration: May 15 2024May 17 2024

Publication series

Name2024 IEEE 4th International Conference on Human-Machine Systems, ICHMS 2024

Conference

Conference4th IEEE International Conference on Human-Machine Systems, ICHMS 2024
Country/TerritoryCanada
CityHybrid, Toronto
Period5/15/245/17/24

All Science Journal Classification (ASJC) codes

  • Artificial Intelligence
  • Computer Vision and Pattern Recognition
  • Human-Computer Interaction
  • Control and Optimization

Keywords

  • Multi-product disassembly line balancing
  • dingo optimization algorithm
  • human-robot collaboration system
  • mixed integer programming model
  • remanufacturing

Fingerprint

Dive into the research topics of 'Balancing Human-robot Collaborative Disassembly Line by Using Dingo Optimization Algorithm'. Together they form a unique fingerprint.

Cite this