Dual level searching approach for solving multi objective optimisation problems using hybrid particle swarm optimisation and bats echolocation-inspired algorithms
A dual level searching approach for multi objective optimisation problems using particle swarm optimisation and modified adaptive bats sonar algorithm is presented. The concept of echolocation of a colony of bats to find prey in the modified adaptive bats sonar algorithm is integrated with the estab...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Penerbit UMP
2019
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| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/24733/1/Dual%20level%20searching%20approach%20for%20solving%20multi%20objective.pdf |
| _version_ | 1825812663532257280 |
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| author | Nafrizuan, Mat Yahya A. R., Yusoff Azlyna, Senawi Tokhi, M. Osman |
| author_facet | Nafrizuan, Mat Yahya A. R., Yusoff Azlyna, Senawi Tokhi, M. Osman |
| author_sort | Nafrizuan, Mat Yahya |
| collection | UMP |
| description | A dual level searching approach for multi objective optimisation problems using particle swarm optimisation and modified adaptive bats sonar algorithm is presented. The concept of echolocation of a colony of bats to find prey in the modified adaptive bats sonar algorithm is integrated with the established particle swarm optimisation algorithm. The proposed algorithm incorporates advantages of both particle swarm optimisation and modified adaptive bats sonar algorithm approach to handle the complexity of multi objective optimisation problems. These include swarm flight attitude and swarm searching strategy. The performance of the algorithm is verified through several multi objective optimisation benchmark test functions and problem. The acquired results show that the proposed algorithm perform well to produce a reliable Pareto front. The proposed algorithm can thus be an effective method for solving of multi objective optimisation problems. |
| first_indexed | 2024-03-06T12:32:30Z |
| format | Article |
| id | UMPir24733 |
| institution | Universiti Malaysia Pahang |
| language | English |
| last_indexed | 2024-03-06T12:32:30Z |
| publishDate | 2019 |
| publisher | Penerbit UMP |
| record_format | dspace |
| spelling | UMPir247332019-11-21T05:05:51Z http://umpir.ump.edu.my/id/eprint/24733/ Dual level searching approach for solving multi objective optimisation problems using hybrid particle swarm optimisation and bats echolocation-inspired algorithms Nafrizuan, Mat Yahya A. R., Yusoff Azlyna, Senawi Tokhi, M. Osman TS Manufactures A dual level searching approach for multi objective optimisation problems using particle swarm optimisation and modified adaptive bats sonar algorithm is presented. The concept of echolocation of a colony of bats to find prey in the modified adaptive bats sonar algorithm is integrated with the established particle swarm optimisation algorithm. The proposed algorithm incorporates advantages of both particle swarm optimisation and modified adaptive bats sonar algorithm approach to handle the complexity of multi objective optimisation problems. These include swarm flight attitude and swarm searching strategy. The performance of the algorithm is verified through several multi objective optimisation benchmark test functions and problem. The acquired results show that the proposed algorithm perform well to produce a reliable Pareto front. The proposed algorithm can thus be an effective method for solving of multi objective optimisation problems. Penerbit UMP 2019 Article PeerReviewed pdf en cc_by_nc_4 http://umpir.ump.edu.my/id/eprint/24733/1/Dual%20level%20searching%20approach%20for%20solving%20multi%20objective.pdf Nafrizuan, Mat Yahya and A. R., Yusoff and Azlyna, Senawi and Tokhi, M. Osman (2019) Dual level searching approach for solving multi objective optimisation problems using hybrid particle swarm optimisation and bats echolocation-inspired algorithms. Mekatronika - Journal of Intelligent Manufacturing & Mechatronics, 1 (1). pp. 45-57. ISSN 2637-0883. (Published) http://journal.ump.edu.my/mekatronika/article/view/155 https://doi.org/10.15282/mekatronika.v1i1.155 |
| spellingShingle | TS Manufactures Nafrizuan, Mat Yahya A. R., Yusoff Azlyna, Senawi Tokhi, M. Osman Dual level searching approach for solving multi objective optimisation problems using hybrid particle swarm optimisation and bats echolocation-inspired algorithms |
| title | Dual level searching approach for solving multi objective optimisation problems using hybrid particle swarm optimisation and bats echolocation-inspired algorithms |
| title_full | Dual level searching approach for solving multi objective optimisation problems using hybrid particle swarm optimisation and bats echolocation-inspired algorithms |
| title_fullStr | Dual level searching approach for solving multi objective optimisation problems using hybrid particle swarm optimisation and bats echolocation-inspired algorithms |
| title_full_unstemmed | Dual level searching approach for solving multi objective optimisation problems using hybrid particle swarm optimisation and bats echolocation-inspired algorithms |
| title_short | Dual level searching approach for solving multi objective optimisation problems using hybrid particle swarm optimisation and bats echolocation-inspired algorithms |
| title_sort | dual level searching approach for solving multi objective optimisation problems using hybrid particle swarm optimisation and bats echolocation inspired algorithms |
| topic | TS Manufactures |
| url | http://umpir.ump.edu.my/id/eprint/24733/1/Dual%20level%20searching%20approach%20for%20solving%20multi%20objective.pdf |
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