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Research on Task Allocation of Ground-Air Collaborative Cluster Based on Two Improved Firefly Algorithms

  • Harbin Institute of Technology
  • Shanghai Aerospace Control Technology Institute

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

Abstract

The ground-air collaborative cluster system can fully improve the efficiency and ability of the robot system to perform investigation and combat tasks in unknown fields by combining the advantages of ground and aerial robots. Task allocation is a key technology and a complex decision and optimization problem for the ground-air collaborative cluster system. In this paper, based on the background that the ground-air collaborative cluster performs the ground targets attack task on the battlefield, a combinatorial optimization model of the task allocation problem is established. Then, to solve the problem that the standard firefly algorithm is easy to fall into local optimum, two improved firefly algorithms based on simulated annealing and adaptive mutation are used to solve the task allocation problem respectively. The final simulation results show that the two improved algorithms can produce uniform and reasonable task allocation schemes, with the better optimization ability and higher solution accuracy, which verifies the effectiveness of the two proposed algorithms.

Original languageEnglish
Title of host publicationProceedings of the 40th Chinese Control Conference, CCC 2021
EditorsChen Peng, Jian Sun
PublisherIEEE Computer Society
Pages1709-1714
Number of pages6
ISBN (Electronic)9789881563804
DOIs
StatePublished - 26 Jul 2021
Event40th Chinese Control Conference, CCC 2021 - Shanghai, China
Duration: 26 Jul 202128 Jul 2021

Publication series

NameChinese Control Conference, CCC
Volume2021-July
ISSN (Print)1934-1768
ISSN (Electronic)2161-2927

Conference

Conference40th Chinese Control Conference, CCC 2021
Country/TerritoryChina
CityShanghai
Period26/07/2128/07/21

Keywords

  • firefly algorithm
  • ground-air collaborative
  • mutation
  • simulated annealing
  • task allocation

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