跳到主要导航 跳到搜索 跳到主要内容

A Multi-robot Collaborative Task Allocation approach based on Alternating Direction Method of Multipliers

  • Northwestern Polytechnical University Xian

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Multi-robot task allocation for complex product manufacturing suffers from task heterogeneity with uncertainty in the collaboration relationship. When the number of robots increases, the complexity rises rapidly, making this problem difficult to solve efficiently. This paper develops a multi-stage solution model using the alternating direction multiplier method (ADMM). The relaxation of constraints and stepwise optimisation solves the problem of the over-complexity of the solution in multi-robot task allocation. Finally, the proposed method is validated by a case study.

源语言英语
主期刊名International Conference on Computer Vision and Augmented Reality, CVAR 2025
编辑Weichuan Zhang, Jiaxin Han
出版商SPIE
ISBN(电子版)9781510694897
DOI
出版状态已出版 - 8 9月 2025
活动International Conference on Computer Vision and Augmented Reality, CVAR 2025 - Xi'an, 中国
期限: 16 5月 202518 5月 2025

丛书

姓名Proceedings of SPIE - The International Society for Optical Engineering
13801
ISSN(印刷版)0277-786X
ISSN(电子版)1996-756X

会议

会议International Conference on Computer Vision and Augmented Reality, CVAR 2025
国家/地区中国
Xi'an
时期16/05/2518/05/25

学术指纹

探究 'A Multi-robot Collaborative Task Allocation approach based on Alternating Direction Method of Multipliers' 的科研主题。它们共同构成独一无二的学术指纹。

引用此