FFQ_HIDMSPSO.pdf (652.14 kB)
HIDMS-PSO with bio-inspired fission-fusion behaviour and a quorum decision mechanism
conference contribution
posted on 2023-06-10, 00:40 authored by Fevzi Tugrul Varna, Phil HusbandsPhil HusbandsIn this study, we propose a new variant of the HIDMS-PSO algorithm with a bio-inspired fission-fusion behaviour and a quorum decision mechanism (FFQ-HIDMS-PSO). In the new algorithm, units are conceptualised as self-organising fission-fusion societies that determine and adopt a suitable behaviour using unit-based quorum decisions. The incorporation of the two bio-inspired mechanisms provide "diversity aware" self-organising units that react to stagnation of particles by adopting a suitable fission-fusion behaviour, leading to a more efficient algorithm capable of maintaining significantly better population diversity throughout the search. The performance of the proposed algorithm was verified with three distinct experiments conducted using CEC’17 and CEC’05 test suites at 30 and 50 dimensions, comparing against 12 state-of-the-art metaheuristics and 12 state-of-the-art PSO variants. The proposed algorithm showed superior performance in these experiments by outperforming all 24 algorithms in all three experiments at 30 and 50 dimensions. The empirical evidence suggests that the proposed method also maintains significantly superior population diversity in comparison to the original HIDMS-PSO.
History
Publication status
- Published
File Version
- Accepted version
Journal
Proceedings of IEEE Congress on Evolutionary Computation (CEC)Publisher
IEEEExternal DOI
Page range
1398-1405Event name
IEEE CEC 2021Event location
Kraków, PolandEvent type
conferenceEvent date
28 Jun - 1 Jul 2021ISBN
9781728183947Department affiliated with
- Informatics Publications
Research groups affiliated with
- Centre for Computational Neuroscience and Robotics Publications
Notes
© 2021 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other worksFull text available
- Yes
Peer reviewed?
- Yes
Legacy Posted Date
2021-08-19First Open Access (FOA) Date
2021-08-19First Compliant Deposit (FCD) Date
2021-08-19Usage metrics
Categories
No categories selectedLicence
Exports
RefWorks
BibTeX
Ref. manager
Endnote
DataCite
NLM
DC