Barnacles mating optimizer : a new bio-inspired algorithm for solving engineering optimization problems
This paper presents a novel bio-inspired optimization algorithm namely the Barnacles Mating Optimizer (BMO) algorithm to solve optimization problems. The proposed algorithm mimics the mating behaviour of barnacles in nature for solving optimization problems. The BMO is first benchmarked on a set of...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Elsevier
2020
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| Online Access: | http://umpir.ump.edu.my/id/eprint/27252/1/Barnacles%20mating%20optimizer%20-%20a%20new%20bio-inspired%20algorithm%20.pdf |
| _version_ | 1825813131389042688 |
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| author | M. H., Sulaiman Zuriani, Mustaffa Mohd Mawardi, Saari Hamdan, Daniyal |
| author_facet | M. H., Sulaiman Zuriani, Mustaffa Mohd Mawardi, Saari Hamdan, Daniyal |
| author_sort | M. H., Sulaiman |
| collection | UMP |
| description | This paper presents a novel bio-inspired optimization algorithm namely the Barnacles Mating Optimizer (BMO) algorithm to solve optimization problems. The proposed algorithm mimics the mating behaviour of barnacles in nature for solving optimization problems. The BMO is first benchmarked on a set of 23 mathematical functions to test the characteristics of BMO in finding the optimal solutions. It is then applied to optimal reactive power dispatch (ORPD) problem to verify the reliability and efficiency of BMO. Extensive comparative studies with other algorithms are conducted and from the simulation results, it is observed that BMO generally provides better results and exhibits huge potential of BMO in solving real optimization problems. |
| first_indexed | 2024-03-06T12:39:28Z |
| format | Article |
| id | UMPir27252 |
| institution | Universiti Malaysia Pahang |
| language | English |
| last_indexed | 2024-03-06T12:39:28Z |
| publishDate | 2020 |
| publisher | Elsevier |
| record_format | dspace |
| spelling | UMPir272522020-02-27T04:56:55Z http://umpir.ump.edu.my/id/eprint/27252/ Barnacles mating optimizer : a new bio-inspired algorithm for solving engineering optimization problems M. H., Sulaiman Zuriani, Mustaffa Mohd Mawardi, Saari Hamdan, Daniyal QA75 Electronic computers. Computer science TK Electrical engineering. Electronics Nuclear engineering This paper presents a novel bio-inspired optimization algorithm namely the Barnacles Mating Optimizer (BMO) algorithm to solve optimization problems. The proposed algorithm mimics the mating behaviour of barnacles in nature for solving optimization problems. The BMO is first benchmarked on a set of 23 mathematical functions to test the characteristics of BMO in finding the optimal solutions. It is then applied to optimal reactive power dispatch (ORPD) problem to verify the reliability and efficiency of BMO. Extensive comparative studies with other algorithms are conducted and from the simulation results, it is observed that BMO generally provides better results and exhibits huge potential of BMO in solving real optimization problems. Elsevier 2020-01 Article PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/27252/1/Barnacles%20mating%20optimizer%20-%20a%20new%20bio-inspired%20algorithm%20.pdf M. H., Sulaiman and Zuriani, Mustaffa and Mohd Mawardi, Saari and Hamdan, Daniyal (2020) Barnacles mating optimizer : a new bio-inspired algorithm for solving engineering optimization problems. Engineering Applications of Artificial Intelligence, 87 (103330). ISSN 0952-1976. (Published) https://doi.org/10.1016/j.engappai.2019.103330 https://doi.org/10.1016/j.engappai.2019.103330 |
| spellingShingle | QA75 Electronic computers. Computer science TK Electrical engineering. Electronics Nuclear engineering M. H., Sulaiman Zuriani, Mustaffa Mohd Mawardi, Saari Hamdan, Daniyal Barnacles mating optimizer : a new bio-inspired algorithm for solving engineering optimization problems |
| title | Barnacles mating optimizer : a new bio-inspired algorithm for solving engineering optimization problems |
| title_full | Barnacles mating optimizer : a new bio-inspired algorithm for solving engineering optimization problems |
| title_fullStr | Barnacles mating optimizer : a new bio-inspired algorithm for solving engineering optimization problems |
| title_full_unstemmed | Barnacles mating optimizer : a new bio-inspired algorithm for solving engineering optimization problems |
| title_short | Barnacles mating optimizer : a new bio-inspired algorithm for solving engineering optimization problems |
| title_sort | barnacles mating optimizer a new bio inspired algorithm for solving engineering optimization problems |
| topic | QA75 Electronic computers. Computer science TK Electrical engineering. Electronics Nuclear engineering |
| url | http://umpir.ump.edu.my/id/eprint/27252/1/Barnacles%20mating%20optimizer%20-%20a%20new%20bio-inspired%20algorithm%20.pdf |
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