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

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

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.

Original languageEnglish
Title of host publication50th Design Automation Conference (DAC)
PublisherAmerican Society of Mechanical Engineers (ASME)
ISBN (Electronic)9780791888377
DOIs
Publication statusPublished - 2024
EventASME 2024 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC-CIE 2024 - Washington, United States
Duration: 25 Aug 202428 Aug 2024

Publication series

NameProceedings of the ASME Design Engineering Technical Conference
Volume3B-2024

Conference

ConferenceASME 2024 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC-CIE 2024
Country/TerritoryUnited States
CityWashington
Period25/08/2428/08/24

Keywords

  • bi-level planning
  • position prediction
  • self-organizing system
  • stigmergy

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