An improved electromagnetism-like algorithm for numerical optimization
Algorithms; Benchmarking; Global optimization; Iterative methods; Nonlinear equations; Probes; Bench-mark problems; Computational simulation; Electromagnetism-like algorithm; Electromagnetism-like mechanism algorithms; Electromagnetism-like mechanisms; Metaheuristic; Numerical optimizations; Split-P...
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Elsevier B.V.
2023
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| _version_ | 1833413517118537728 |
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| author | Tan J.-D. Dahari M. Koh S.-P. Koay Y.-Y. Abed I.-A. |
| author2 | 38863172300 |
| author_facet | 38863172300 Tan J.-D. Dahari M. Koh S.-P. Koay Y.-Y. Abed I.-A. |
| author_sort | Tan J.-D. |
| building | UNITEN Library |
| collection | Institutional Repository |
| content_provider | Universiti Tenaga Nasional |
| content_source | UNITEN Institutional Repository |
| continent | Asia |
| country | Malaysia |
| description | Algorithms; Benchmarking; Global optimization; Iterative methods; Nonlinear equations; Probes; Bench-mark problems; Computational simulation; Electromagnetism-like algorithm; Electromagnetism-like mechanism algorithms; Electromagnetism-like mechanisms; Metaheuristic; Numerical optimizations; Split-Probe-Compare; Optimization |
| format | Article |
| id | my.uniten.dspace-22671 |
| institution | Universiti Tenaga Nasional |
| publishDate | 2023 |
| publisher | Elsevier B.V. |
| record_format | dspace |
| spelling | my.uniten.dspace-226712023-05-29T14:11:34Z An improved electromagnetism-like algorithm for numerical optimization Tan J.-D. Dahari M. Koh S.-P. Koay Y.-Y. Abed I.-A. 38863172300 36975118700 22951210700 57189626122 55568292900 Algorithms; Benchmarking; Global optimization; Iterative methods; Nonlinear equations; Probes; Bench-mark problems; Computational simulation; Electromagnetism-like algorithm; Electromagnetism-like mechanism algorithms; Electromagnetism-like mechanisms; Metaheuristic; Numerical optimizations; Split-Probe-Compare; Optimization This paper presents a new Electromagnetism-like Mechanism (EM) algorithm with Split, Probe and Compare feature (SPC-EM). The proposed algorithm replaces the local search segment of a standard EM with a new search scheme named Split, Probe, and Compare (SPC). A nonlinear equation is designed to systematically and dynamically adjust the length of the probes based on the outcome of the Compare segment in each iteration. Extensive computational simulations and comparisons on 10 different benchmark problems from the literature were carried out. Results show that the new modified mechanism outperformed all other algorithms involved in the benchmarking. We thus conclude that the proposed SPC-EM works well with the designed probe-length tuning equation in solving numerical optimization problems. � 2016 Elsevier B.V. Final 2023-05-29T06:11:34Z 2023-05-29T06:11:34Z 2016 Article 10.1016/j.tcs.2016.05.045 2-s2.0-84973486070 https://www.scopus.com/inward/record.uri?eid=2-s2.0-84973486070&doi=10.1016%2fj.tcs.2016.05.045&partnerID=40&md5=d8ebd7b20abecd9d977c881d5dfc2c3c https://irepository.uniten.edu.my/handle/123456789/22671 641 75 84 Elsevier B.V. Scopus |
| spellingShingle | Tan J.-D. Dahari M. Koh S.-P. Koay Y.-Y. Abed I.-A. An improved electromagnetism-like algorithm for numerical optimization |
| title | An improved electromagnetism-like algorithm for numerical optimization |
| title_full | An improved electromagnetism-like algorithm for numerical optimization |
| title_fullStr | An improved electromagnetism-like algorithm for numerical optimization |
| title_full_unstemmed | An improved electromagnetism-like algorithm for numerical optimization |
| title_short | An improved electromagnetism-like algorithm for numerical optimization |
| title_sort | improved electromagnetism-like algorithm for numerical optimization |
| url_provider | http://dspace.uniten.edu.my/ |