Modified particle swarm optimization based on immune clone principle for analog-matching of equivalent system

Yong Sun, Weiguo Zhang, Meng Zhang

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

2 Scopus citations

Abstract

Low order equivalent system of aircraft can be calculated and evaluated flying qualities of high order system. A modified particle swarm optimization based on immune clone principle is proposed aiming at analog-matching of equivalent system. Through a comprehensive analysis of PSO algorithm, immunity clone algorithm was introduced to the PSO algorithm based on traditional velocity-displacement operator. The antibodies were regard as particles, and the clone selection, clone suppression and high-frequency mutation based on real coding were performed according to the degree of affinity, which enhanced convergence speed and precision of the algorithm. In the meantime, the initialization based on entropy maximization was adopted to improve the diversity of initialized particle swarm. The results show that the advanced algorithm can converge to the global optimum at a great rate with non-impact of initial value, and has important significance in online evaluation of aircraft flying qualities.

Original languageEnglish
Title of host publicationProceedings of the 2009 IEEE International Conference on Automation and Logistics, ICAL 2009
Pages1135-1138
Number of pages4
DOIs
StatePublished - 2009
Event2009 IEEE International Conference on Automation and Logistics, ICAL 2009 - Shenyang, China
Duration: 5 Aug 20097 Aug 2009

Publication series

NameProceedings of the 2009 IEEE International Conference on Automation and Logistics, ICAL 2009

Conference

Conference2009 IEEE International Conference on Automation and Logistics, ICAL 2009
Country/TerritoryChina
CityShenyang
Period5/08/097/08/09

Keywords

  • Analog-matching
  • Entropy maximization
  • Immunity clone
  • PSO

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