Empirical Study of Segment Particle Swarm Optimization and Particle Swarm Optimization Algorithms
In this paper, the performance of segment particle swarm optimization (Se-PSO) algorithm was compared with that of original particle swarm optimization (PSO) algorithm. Four different benchmark functions of Sphere, Rosenbrock, Rastrigin, and Griewank with asymmetric initial range settings (upper and...
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| Format: | Article |
| Language: | English |
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The Science and Information (SAI) Organization Limited
2019
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| Online Access: | http://umpir.ump.edu.my/id/eprint/26313/ http://umpir.ump.edu.my/id/eprint/26313/1/Empirical%20Study%20of%20Segment%20Particle.pdf |
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| author | Azrag, M. A. K. Tuty Asmawaty, Abdul Kadir |
| author_facet | Azrag, M. A. K. Tuty Asmawaty, Abdul Kadir |
| author_sort | Azrag, M. A. K. |
| building | UMP Institutional Repository |
| collection | Online Access |
| description | In this paper, the performance of segment particle swarm optimization (Se-PSO) algorithm was compared with that of original particle swarm optimization (PSO) algorithm. Four different benchmark functions of Sphere, Rosenbrock, Rastrigin, and Griewank with asymmetric initial range settings (upper and lower boundaries values) were selected as the test functions. The experimental results showed that, the Se-PSO algorithm achieved better results in terms of faster convergences in all the testing cases compared to the original PSO algorithm. However, the experimental results further showed the Se-PSO as a promising optimization algorithm method in some other different fields. |
| first_indexed | 2025-11-15T02:42:15Z |
| format | Article |
| id | ump-26313 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T02:42:15Z |
| publishDate | 2019 |
| publisher | The Science and Information (SAI) Organization Limited |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | ump-263132019-11-04T05:36:02Z http://umpir.ump.edu.my/id/eprint/26313/ Empirical Study of Segment Particle Swarm Optimization and Particle Swarm Optimization Algorithms Azrag, M. A. K. Tuty Asmawaty, Abdul Kadir QA Mathematics In this paper, the performance of segment particle swarm optimization (Se-PSO) algorithm was compared with that of original particle swarm optimization (PSO) algorithm. Four different benchmark functions of Sphere, Rosenbrock, Rastrigin, and Griewank with asymmetric initial range settings (upper and lower boundaries values) were selected as the test functions. The experimental results showed that, the Se-PSO algorithm achieved better results in terms of faster convergences in all the testing cases compared to the original PSO algorithm. However, the experimental results further showed the Se-PSO as a promising optimization algorithm method in some other different fields. The Science and Information (SAI) Organization Limited 2019 Article PeerReviewed pdf en cc_by_4 http://umpir.ump.edu.my/id/eprint/26313/1/Empirical%20Study%20of%20Segment%20Particle.pdf Azrag, M. A. K. and Tuty Asmawaty, Abdul Kadir (2019) Empirical Study of Segment Particle Swarm Optimization and Particle Swarm Optimization Algorithms. International Journal of Advanced Computer Science and Applications (IJACSA), 10 (8). pp. 480-485. ISSN 2156-5570(Online). (Published) https://dx.doi.org/10.14569/IJACSA.2019.0100862 https://dx.doi.org/10.14569/IJACSA.2019.0100862 |
| spellingShingle | QA Mathematics Azrag, M. A. K. Tuty Asmawaty, Abdul Kadir Empirical Study of Segment Particle Swarm Optimization and Particle Swarm Optimization Algorithms |
| title | Empirical Study of Segment Particle Swarm Optimization and Particle Swarm Optimization Algorithms |
| title_full | Empirical Study of Segment Particle Swarm Optimization and Particle Swarm Optimization Algorithms |
| title_fullStr | Empirical Study of Segment Particle Swarm Optimization and Particle Swarm Optimization Algorithms |
| title_full_unstemmed | Empirical Study of Segment Particle Swarm Optimization and Particle Swarm Optimization Algorithms |
| title_short | Empirical Study of Segment Particle Swarm Optimization and Particle Swarm Optimization Algorithms |
| title_sort | empirical study of segment particle swarm optimization and particle swarm optimization algorithms |
| topic | QA Mathematics |
| url | http://umpir.ump.edu.my/id/eprint/26313/ http://umpir.ump.edu.my/id/eprint/26313/ http://umpir.ump.edu.my/id/eprint/26313/ http://umpir.ump.edu.my/id/eprint/26313/1/Empirical%20Study%20of%20Segment%20Particle.pdf |