Improved Hierarchical Structure Poly-particle particle Swarm Optimization
In this paper, the Improved Hierarchical Structure Poly-particle Swarm Optimization (IHSPPSO) algorithm is proposed based on the Hierarchical Structure Poly-particle Swarm Optimization (HSPPSO) algorithm with the addition of three new operators, namely the Particle Repair Operator, Dynamic Accelerat...
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2023
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| author | Hen C.K. Paw J.K.S. Ann Y.S. Yan K.W. |
| author2 | 36994481200 |
| author_facet | 36994481200 Hen C.K. Paw J.K.S. Ann Y.S. Yan K.W. |
| author_sort | Hen C.K. |
| building | UNITEN Library |
| collection | Institutional Repository |
| content_provider | Universiti Tenaga Nasional |
| content_source | UNITEN Institutional Repository |
| continent | Asia |
| country | Malaysia |
| description | In this paper, the Improved Hierarchical Structure Poly-particle Swarm Optimization (IHSPPSO) algorithm is proposed based on the Hierarchical Structure Poly-particle Swarm Optimization (HSPPSO) algorithm with the addition of three new operators, namely the Particle Repair Operator, Dynamic Acceleration Control Operator and Cauchy mutation operator to achieve better performance in terms of accuracy and rate of convergence. The performance of the IHSPPSO algorithm was tested and evaluated using four benchmark test functions. The test results of the IHSPPSO algorithm were compared with the ones of HSPPSO and significant improvements were shown. The addition of three new operators has significantly improved the performance of the IHSPPSO algorithm. � 2012 IEEE. |
| format | Conference paper |
| id | my.uniten.dspace-29536 |
| institution | Universiti Tenaga Nasional |
| publishDate | 2023 |
| record_format | dspace |
| spelling | my.uniten.dspace-295362023-12-28T14:30:26Z Improved Hierarchical Structure Poly-particle particle Swarm Optimization Hen C.K. Paw J.K.S. Ann Y.S. Yan K.W. 36994481200 22951210700 55598593300 55598904800 Fast Convergence Hierarchical Structure Particle Swarm Optimization Particle Swarm Optimization (PSO) Algorithms Approximation theory Benchmarking Benchmark tests Better performance Cauchy mutation Control operators Dynamic acceleration Fast convergence Hierarchical structures Poly-particle swarm Rate of convergence Repair operator Particle swarm optimization (PSO) In this paper, the Improved Hierarchical Structure Poly-particle Swarm Optimization (IHSPPSO) algorithm is proposed based on the Hierarchical Structure Poly-particle Swarm Optimization (HSPPSO) algorithm with the addition of three new operators, namely the Particle Repair Operator, Dynamic Acceleration Control Operator and Cauchy mutation operator to achieve better performance in terms of accuracy and rate of convergence. The performance of the IHSPPSO algorithm was tested and evaluated using four benchmark test functions. The test results of the IHSPPSO algorithm were compared with the ones of HSPPSO and significant improvements were shown. The addition of three new operators has significantly improved the performance of the IHSPPSO algorithm. � 2012 IEEE. Final 2023-12-28T06:30:26Z 2023-12-28T06:30:26Z 2012 Conference paper 10.1109/STUDENT.2012.6408404 2-s2.0-84873958357 https://www.scopus.com/inward/record.uri?eid=2-s2.0-84873958357&doi=10.1109%2fSTUDENT.2012.6408404&partnerID=40&md5=c6ceaef165471ece7ddfc1e956718a8b https://irepository.uniten.edu.my/handle/123456789/29536 6408404 203 206 Scopus |
| spellingShingle | Fast Convergence Hierarchical Structure Particle Swarm Optimization Particle Swarm Optimization (PSO) Algorithms Approximation theory Benchmarking Benchmark tests Better performance Cauchy mutation Control operators Dynamic acceleration Fast convergence Hierarchical structures Poly-particle swarm Rate of convergence Repair operator Particle swarm optimization (PSO) Hen C.K. Paw J.K.S. Ann Y.S. Yan K.W. Improved Hierarchical Structure Poly-particle particle Swarm Optimization |
| title | Improved Hierarchical Structure Poly-particle particle Swarm Optimization |
| title_full | Improved Hierarchical Structure Poly-particle particle Swarm Optimization |
| title_fullStr | Improved Hierarchical Structure Poly-particle particle Swarm Optimization |
| title_full_unstemmed | Improved Hierarchical Structure Poly-particle particle Swarm Optimization |
| title_short | Improved Hierarchical Structure Poly-particle particle Swarm Optimization |
| title_sort | improved hierarchical structure poly-particle particle swarm optimization |
| topic | Fast Convergence Hierarchical Structure Particle Swarm Optimization Particle Swarm Optimization (PSO) Algorithms Approximation theory Benchmarking Benchmark tests Better performance Cauchy mutation Control operators Dynamic acceleration Fast convergence Hierarchical structures Poly-particle swarm Rate of convergence Repair operator Particle swarm optimization (PSO) |
| url_provider | http://dspace.uniten.edu.my/ |