Skip to main navigation Skip to search Skip to main content

Mixed game pigeon-inspired optimization for unmanned aircraft system swarm formation

  • Beihang University
  • Nanjing University of Aeronautics and Astronautics

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

Abstract

This paper proposes a novel mixed game pigeon-inspired optimization (MGPIO) algorithm for unmanned aircraft system (UAS) swarm formation control. The outer loop controller based on artificial potential field method is designed to transform the UAS swarm formation into abstract movements in the potential field. The inner loop controller based on PIO is designed to solve the optimal UAS position. A novel pigeon-inspired optimization integrated with mixed game theory is proposed to enhance its capacity and convergence speed to solve complex problem while reducing the computational load. This method maintains the capability of the PIO to diversify the pigeons’ exploration in the solution space. Moreover, the proposed method improves the quality of the pigeons based on the situation. A series of simulation experiments are conducted compared with basic PIO and Particle Swarm Optimization (PSO) approach. The experimental results verify the feasibility and effectiveness of the proposed method.

Original languageEnglish
Title of host publicationAdvances in Swarm Intelligence - 10th International Conference, ICSI 2019, Proceedings
EditorsYing Tan, Yuhui Shi, Ben Niu
PublisherSpringer Verlag
Pages429-438
Number of pages10
ISBN (Print)9783030263683
DOIs
StatePublished - 2019
Event10th International Conference on Swarm Intelligence, ICSI 2019 - Chiang Mai, Thailand
Duration: 26 Jul 201930 Jul 2019

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume11655 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference10th International Conference on Swarm Intelligence, ICSI 2019
Country/TerritoryThailand
CityChiang Mai
Period26/07/1930/07/19

Keywords

  • Mixed game theory
  • Pigeon-inspired optimization
  • Swarm formation
  • Unmanned aircraft system

Fingerprint

Dive into the research topics of 'Mixed game pigeon-inspired optimization for unmanned aircraft system swarm formation'. Together they form a unique fingerprint.

Cite this