A DESIGN METHOD FOR A SELF-ORGANIZING CLOSED-LOOP CONTROL SYSTEM BASED ON STIGMERGY AND BI-LEVEL PLANNING

Jinhui Cao, Zhenjun Ming, Janet K. Allen, Farrokh Mistree

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Self-organizing systems are capable of executing tasks in complex and unknown domains that are unsuitable for humans. However, designing of self-organizing systems is challenging due to balancing global and local decision-making and in enabling the system to adaptively generate desired behaviors in different environments. To address these challenges, in this paper we propose a self-organizing system design framework based on stigmergy and bi-level planning. We use the multi-agent box-pushing problem as an example to verify the framework. Within this framework, the upper-level planning (which is used for box position prediction) and the lower-level planning (which is used for agent position allocation) are designed to connect and coordinate between the global and local decisions. The influence of states based on stigmergy creates a closed-loop control mechanism with "pheromones" as input, allowing the system to adapt to various environments. In this paper we use Webots as the simulation platform to conduct multi-agent box-pushing experiments and compare the results with an ant colony handling method, to demonstrate the effectiveness and advantage of our approach.

源语言英语
主期刊名50th Design Automation Conference (DAC)
出版商American Society of Mechanical Engineers (ASME)
ISBN(电子版)9780791888377
DOI
出版状态已出版 - 2024
活动ASME 2024 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC-CIE 2024 - Washington, 美国
期限: 25 8月 202428 8月 2024

出版系列

姓名Proceedings of the ASME Design Engineering Technical Conference
3B-2024

会议

会议ASME 2024 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC-CIE 2024
国家/地区美国
Washington
时期25/08/2428/08/24

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引用此

Cao, J., Ming, Z., Allen, J. K., & Mistree, F. (2024). A DESIGN METHOD FOR A SELF-ORGANIZING CLOSED-LOOP CONTROL SYSTEM BASED ON STIGMERGY AND BI-LEVEL PLANNING. 在 50th Design Automation Conference (DAC) 文章 v03bt00a045 (Proceedings of the ASME Design Engineering Technical Conference; 卷 3B-2024). American Society of Mechanical Engineers (ASME). https://doi.org/10.1115/DETC2024-143582