PSO-LFDE Algorithm on Constrained Real-Parameter Optimisation Test Functions
This paper introduces a new version of the particle swarm optimisation (PSO) algorithm particle swarm optimisation with Lévy Flight and the Doppler Effect (PSO-LFDE), maintaining an optimal balance between the exploration and exploitation phases of the optimisation process. The proposed algorithm wi...
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| Format: | Conference or Workshop Item |
| Language: | English English |
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Springer Singapore
2023
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| Online Access: | http://umpir.ump.edu.my/id/eprint/38856/1/PSO-LFDE%20Algorithm%20on%20Constrained%20Real-Parameter.pdf http://umpir.ump.edu.my/id/eprint/38856/2/PSO-LFDE%20Algorithm%20on%20Constrained%20Real-Parameter%20Optimisation%20Test%20Functions.pdf |
| _version_ | 1796995943087734784 |
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| author | Nafrizuan, Mat Yahya Nur Iffah, Mohamed Azmi |
| author_facet | Nafrizuan, Mat Yahya Nur Iffah, Mohamed Azmi |
| author_sort | Nafrizuan, Mat Yahya |
| collection | UMP |
| description | This paper introduces a new version of the particle swarm optimisation (PSO) algorithm particle swarm optimisation with Lévy Flight and the Doppler Effect (PSO-LFDE), maintaining an optimal balance between the exploration and exploitation phases of the optimisation process. The proposed algorithm will hold a better exploration–exploitation equilibrium if the contributions of convergence and diversity and global and individual bests in attracting particles are maintained in balance. The proposed PSO-LFDE algorithm is compared with the PSO algorithm by Gaing on single-objective constrained real-parameter optimisation test functions. The results indicated that the PSO-LFDE has achieved competitive results on the single-objective constrained real-parameter optimisation test functions as compared to PSO algorithm by Gaing. Thus, the PSO-LFDE is validated as a stable, well-designed algorithm and can be a functional alternative approach to deal with various single-objective constrained real-parameter optimisation problems. |
| first_indexed | 2024-03-06T13:09:43Z |
| format | Conference or Workshop Item |
| id | UMPir38856 |
| institution | Universiti Malaysia Pahang |
| language | English English |
| last_indexed | 2024-03-06T13:09:43Z |
| publishDate | 2023 |
| publisher | Springer Singapore |
| record_format | dspace |
| spelling | UMPir388562023-10-12T02:42:45Z http://umpir.ump.edu.my/id/eprint/38856/ PSO-LFDE Algorithm on Constrained Real-Parameter Optimisation Test Functions Nafrizuan, Mat Yahya Nur Iffah, Mohamed Azmi TA Engineering (General). Civil engineering (General) TS Manufactures This paper introduces a new version of the particle swarm optimisation (PSO) algorithm particle swarm optimisation with Lévy Flight and the Doppler Effect (PSO-LFDE), maintaining an optimal balance between the exploration and exploitation phases of the optimisation process. The proposed algorithm will hold a better exploration–exploitation equilibrium if the contributions of convergence and diversity and global and individual bests in attracting particles are maintained in balance. The proposed PSO-LFDE algorithm is compared with the PSO algorithm by Gaing on single-objective constrained real-parameter optimisation test functions. The results indicated that the PSO-LFDE has achieved competitive results on the single-objective constrained real-parameter optimisation test functions as compared to PSO algorithm by Gaing. Thus, the PSO-LFDE is validated as a stable, well-designed algorithm and can be a functional alternative approach to deal with various single-objective constrained real-parameter optimisation problems. Springer Singapore 2023 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/38856/1/PSO-LFDE%20Algorithm%20on%20Constrained%20Real-Parameter.pdf pdf en http://umpir.ump.edu.my/id/eprint/38856/2/PSO-LFDE%20Algorithm%20on%20Constrained%20Real-Parameter%20Optimisation%20Test%20Functions.pdf Nafrizuan, Mat Yahya and Nur Iffah, Mohamed Azmi (2023) PSO-LFDE Algorithm on Constrained Real-Parameter Optimisation Test Functions. In: International Manufacturing Engineering Conference & The Asia Pacific Conference on Manufacturing Systems , 27-28 October 2022 , Surakarta, Indonesia. pp. 559-568.. ISSN 2195-4356 ISBN 978-981-99-1244-5 https://doi.org/10.1007/978-981-99-1245-2_52 |
| spellingShingle | TA Engineering (General). Civil engineering (General) TS Manufactures Nafrizuan, Mat Yahya Nur Iffah, Mohamed Azmi PSO-LFDE Algorithm on Constrained Real-Parameter Optimisation Test Functions |
| title | PSO-LFDE Algorithm on Constrained Real-Parameter Optimisation Test Functions |
| title_full | PSO-LFDE Algorithm on Constrained Real-Parameter Optimisation Test Functions |
| title_fullStr | PSO-LFDE Algorithm on Constrained Real-Parameter Optimisation Test Functions |
| title_full_unstemmed | PSO-LFDE Algorithm on Constrained Real-Parameter Optimisation Test Functions |
| title_short | PSO-LFDE Algorithm on Constrained Real-Parameter Optimisation Test Functions |
| title_sort | pso lfde algorithm on constrained real parameter optimisation test functions |
| topic | TA Engineering (General). Civil engineering (General) TS Manufactures |
| url | http://umpir.ump.edu.my/id/eprint/38856/1/PSO-LFDE%20Algorithm%20on%20Constrained%20Real-Parameter.pdf http://umpir.ump.edu.my/id/eprint/38856/2/PSO-LFDE%20Algorithm%20on%20Constrained%20Real-Parameter%20Optimisation%20Test%20Functions.pdf |
| work_keys_str_mv | AT nafrizuanmatyahya psolfdealgorithmonconstrainedrealparameteroptimisationtestfunctions AT nuriffahmohamedazmi psolfdealgorithmonconstrainedrealparameteroptimisationtestfunctions |