Comprehensive Learning Particle Swarm Optimizer for Constrained Mixed-Variable Optimization Problems
This paper presents an improved particle swarm optimizer (PSO) for solving multimodal optimization problems with problem-specific constraints and mixed variables. The standard PSO is extended by employing a comprehensive learning strategy, different particle updating approaches, and a feasibility-ba...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Springer
2010-12-01
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| Series: | International Journal of Computational Intelligence Systems |
| Subjects: | |
| Online Access: | https://www.atlantis-press.com/article/2103.pdf |
| _version_ | 1818040892970237952 |
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| author | Lei Gao Atekelty Hailu |
| author_facet | Lei Gao Atekelty Hailu |
| author_sort | Lei Gao |
| collection | DOAJ |
| description | This paper presents an improved particle swarm optimizer (PSO) for solving multimodal optimization problems with problem-specific constraints and mixed variables. The standard PSO is extended by employing a comprehensive learning strategy, different particle updating approaches, and a feasibility-based rule method. The experiment results show the algorithm located the global optima in all tested problems, and even found a better solution than those previously reported in the literature. In some cases, it outperforms other methods in terms of both solution accuracy and computational cost. |
| first_indexed | 2024-12-10T08:21:45Z |
| format | Article |
| id | doaj.art-e44800868e304724b8df47c694dadfe6 |
| institution | Directory Open Access Journal |
| issn | 1875-6883 |
| language | English |
| last_indexed | 2024-12-10T08:21:45Z |
| publishDate | 2010-12-01 |
| publisher | Springer |
| record_format | Article |
| series | International Journal of Computational Intelligence Systems |
| spelling | doaj.art-e44800868e304724b8df47c694dadfe62022-12-22T01:56:20ZengSpringerInternational Journal of Computational Intelligence Systems1875-68832010-12-013610.2991/ijcis.2010.3.6.13Comprehensive Learning Particle Swarm Optimizer for Constrained Mixed-Variable Optimization ProblemsLei GaoAtekelty HailuThis paper presents an improved particle swarm optimizer (PSO) for solving multimodal optimization problems with problem-specific constraints and mixed variables. The standard PSO is extended by employing a comprehensive learning strategy, different particle updating approaches, and a feasibility-based rule method. The experiment results show the algorithm located the global optima in all tested problems, and even found a better solution than those previously reported in the literature. In some cases, it outperforms other methods in terms of both solution accuracy and computational cost.https://www.atlantis-press.com/article/2103.pdfParticle swarm optimizationmixed variablesfeasibility-based rulesconstrained optimizationevolutionary algorithmscomprehensive learning strategy |
| spellingShingle | Lei Gao Atekelty Hailu Comprehensive Learning Particle Swarm Optimizer for Constrained Mixed-Variable Optimization Problems International Journal of Computational Intelligence Systems Particle swarm optimization mixed variables feasibility-based rules constrained optimization evolutionary algorithms comprehensive learning strategy |
| title | Comprehensive Learning Particle Swarm Optimizer for Constrained Mixed-Variable Optimization Problems |
| title_full | Comprehensive Learning Particle Swarm Optimizer for Constrained Mixed-Variable Optimization Problems |
| title_fullStr | Comprehensive Learning Particle Swarm Optimizer for Constrained Mixed-Variable Optimization Problems |
| title_full_unstemmed | Comprehensive Learning Particle Swarm Optimizer for Constrained Mixed-Variable Optimization Problems |
| title_short | Comprehensive Learning Particle Swarm Optimizer for Constrained Mixed-Variable Optimization Problems |
| title_sort | comprehensive learning particle swarm optimizer for constrained mixed variable optimization problems |
| topic | Particle swarm optimization mixed variables feasibility-based rules constrained optimization evolutionary algorithms comprehensive learning strategy |
| url | https://www.atlantis-press.com/article/2103.pdf |
| work_keys_str_mv | AT leigao comprehensivelearningparticleswarmoptimizerforconstrainedmixedvariableoptimizationproblems AT atekeltyhailu comprehensivelearningparticleswarmoptimizerforconstrainedmixedvariableoptimizationproblems |