Fixed vs. Self-Adaptive Crossover First Differential Evolution
Although the Differential Evolution (DE) algorithm is a powerfuland commonly used stochastic evolutionary-based optimizer for solvingnon-linear, continuous optimization problems, it has a highly uncon-ventional order of genetic operations when compared against canonicalevolutionary-b...
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| Format: | Article |
| Language: | English English |
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2016
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| Online Access: | https://eprints.ums.edu.my/id/eprint/21525/1/Fixed%20vs.%20Self-Adaptive%20Crossover%20First%20Differential%20Evolution.pdf https://eprints.ums.edu.my/id/eprint/21525/7/Fixed%20vs.%20Self-Adaptive%20Crossover-First.pdf |
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| author | Jason Teo Asni Tahir Norhayati Daut Nordaliela Mohd. Rusli Norazlina Khamis |
| author_facet | Jason Teo Asni Tahir Norhayati Daut Nordaliela Mohd. Rusli Norazlina Khamis |
| author_sort | Jason Teo |
| collection | UMS |
| description | Although the Differential Evolution (DE) algorithm is a powerfuland commonly used stochastic evolutionary-based optimizer for solvingnon-linear, continuous optimization problems, it has a highly uncon-ventional order of genetic operations when compared against canonicalevolutionary-based optimizers whereby in DE, mutation is conductedfirst before crossover. This has led us to investigate both a fixed aswell as self-adaptive crossover-first version of DE, of which the fixedversion has yielded statistically significant improvements to its perfor-mance when solving two particular classes of continuous optimizationproblems. The self-adaptive version of this crossover-first DE was alsoobserved to be producing optimization results which were superior thanthe conventional DE. |
| first_indexed | 2024-03-06T02:58:38Z |
| format | Article |
| id | ums.eprints-21525 |
| institution | Universiti Malaysia Sabah |
| language | English English |
| last_indexed | 2024-03-06T02:58:38Z |
| publishDate | 2016 |
| record_format | dspace |
| spelling | ums.eprints-215252020-11-11T00:44:15Z https://eprints.ums.edu.my/id/eprint/21525/ Fixed vs. Self-Adaptive Crossover First Differential Evolution Jason Teo Asni Tahir Norhayati Daut Nordaliela Mohd. Rusli Norazlina Khamis QA Mathematics Although the Differential Evolution (DE) algorithm is a powerfuland commonly used stochastic evolutionary-based optimizer for solvingnon-linear, continuous optimization problems, it has a highly uncon-ventional order of genetic operations when compared against canonicalevolutionary-based optimizers whereby in DE, mutation is conductedfirst before crossover. This has led us to investigate both a fixed aswell as self-adaptive crossover-first version of DE, of which the fixedversion has yielded statistically significant improvements to its perfor-mance when solving two particular classes of continuous optimizationproblems. The self-adaptive version of this crossover-first DE was alsoobserved to be producing optimization results which were superior thanthe conventional DE. 2016 Article PeerReviewed text en https://eprints.ums.edu.my/id/eprint/21525/1/Fixed%20vs.%20Self-Adaptive%20Crossover%20First%20Differential%20Evolution.pdf text en https://eprints.ums.edu.my/id/eprint/21525/7/Fixed%20vs.%20Self-Adaptive%20Crossover-First.pdf Jason Teo and Asni Tahir and Norhayati Daut and Nordaliela Mohd. Rusli and Norazlina Khamis (2016) Fixed vs. Self-Adaptive Crossover First Differential Evolution. Applied Mathematical Sciences, 10 (32). 1603 -1610. http://dx.doi.org/10.12988/ams.2016.6377 |
| spellingShingle | QA Mathematics Jason Teo Asni Tahir Norhayati Daut Nordaliela Mohd. Rusli Norazlina Khamis Fixed vs. Self-Adaptive Crossover First Differential Evolution |
| title | Fixed vs. Self-Adaptive Crossover First Differential Evolution |
| title_full | Fixed vs. Self-Adaptive Crossover First Differential Evolution |
| title_fullStr | Fixed vs. Self-Adaptive Crossover First Differential Evolution |
| title_full_unstemmed | Fixed vs. Self-Adaptive Crossover First Differential Evolution |
| title_short | Fixed vs. Self-Adaptive Crossover First Differential Evolution |
| title_sort | fixed vs self adaptive crossover first differential evolution |
| topic | QA Mathematics |
| url | https://eprints.ums.edu.my/id/eprint/21525/1/Fixed%20vs.%20Self-Adaptive%20Crossover%20First%20Differential%20Evolution.pdf https://eprints.ums.edu.my/id/eprint/21525/7/Fixed%20vs.%20Self-Adaptive%20Crossover-First.pdf |
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