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Multi-robot task allocation with time window and ordering constraints

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

Abstract

The multi-robot task allocation problem comprises task assignment, coalition formation, task scheduling, and routing. We extend the distributed constraint optimization problem (DCOP) formalism to allocate tasks to a team of robots. The tasks have time window and ordering constraints. Each robot creates a simple temporal network to maintain the tasks in its schedule. The proposed layered framework, called L-DCOP, forms efficient coalitions among robots to accomplish the tasks more efficiently as a result of their collective abilities. We conduct extensive experiments to assess the performance of the proposed algorithm and compare it against a benchmark auction-based approach. The results show that L-DCOP increases the task completion rate and task completion frequency by 1.7% and 10.1%, respectively, and reduces the task execution time by 52.5% on average.

Original languageEnglish (US)
Title of host publication2020 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2020
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages6909-6916
Number of pages8
ISBN (Electronic)9781728162126
DOIs
StatePublished - Oct 24 2020
Externally publishedYes
Event2020 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2020 - Las Vegas, United States
Duration: Oct 24 2020Jan 24 2021

Publication series

NameIEEE International Conference on Intelligent Robots and Systems
ISSN (Print)2153-0858
ISSN (Electronic)2153-0866

Conference

Conference2020 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2020
Country/TerritoryUnited States
CityLas Vegas
Period10/24/201/24/21

ASJC Scopus subject areas

  • Control and Systems Engineering
  • Software
  • Computer Vision and Pattern Recognition
  • Computer Science Applications

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