Simultaneous Computation of Model Order and Parameter Estimation for Arx Model Based on Multiswarm Particle Swarm Optimization
Simultaneous Model Order and Parameter Estimation (SMOPE) is a method of utilizing meta-heuristic algorithm to iteratively determine an optimal model order and parameters simultaneously for an unknown system. SMOPE was originally introduced using Particle Swarm Optimization (PSO). However, the perfo...
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| Format: | Article |
| Language: | English English |
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Asian Research Publishing Network (ARPN)
2015
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| Online Access: | http://umpir.ump.edu.my/id/eprint/11869/1/Simultaneous%20Computation%20Of%20Model%20Order%20And%20Parameter%20Estimation%20For%20Arx%20Model%20Based%20On%20Multiswarm%20Particle%20Swarm%20Optimization.pdf http://umpir.ump.edu.my/id/eprint/11869/7/fkee-2-15-zuwairie-Simultaneous%20Computation%20Of%20Model.pdf |
| _version_ | 1796991047309459456 |
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| author | Kamil Zakwan, Mohd Azmi Zuwairie, Ibrahim |
| author_facet | Kamil Zakwan, Mohd Azmi Zuwairie, Ibrahim |
| author_sort | Kamil Zakwan, Mohd Azmi |
| collection | UMP |
| description | Simultaneous Model Order and Parameter Estimation (SMOPE) is a method of utilizing meta-heuristic algorithm to iteratively determine an optimal model order and parameters simultaneously for an unknown system. SMOPE was originally introduced using Particle Swarm Optimization (PSO). However, the performance was worse than conventional
ARX. Hence, the objective of this paper is to introduce a new computational model of the SMOPE which employs multiswarm strategy in original SMOPE to diversify the search moves of meta-heuristic algorithm when searching for the best mathematical model. Experiments are performed on six system identification problems. The obtained results prove that incorporating the multi-swarm approach is a good idea to improve original SMOPE. |
| first_indexed | 2024-03-06T12:00:31Z |
| format | Article |
| id | UMPir11869 |
| institution | Universiti Malaysia Pahang |
| language | English English |
| last_indexed | 2024-03-06T12:00:31Z |
| publishDate | 2015 |
| publisher | Asian Research Publishing Network (ARPN) |
| record_format | dspace |
| spelling | UMPir118692018-02-08T01:43:35Z http://umpir.ump.edu.my/id/eprint/11869/ Simultaneous Computation of Model Order and Parameter Estimation for Arx Model Based on Multiswarm Particle Swarm Optimization Kamil Zakwan, Mohd Azmi Zuwairie, Ibrahim TK Electrical engineering. Electronics Nuclear engineering Simultaneous Model Order and Parameter Estimation (SMOPE) is a method of utilizing meta-heuristic algorithm to iteratively determine an optimal model order and parameters simultaneously for an unknown system. SMOPE was originally introduced using Particle Swarm Optimization (PSO). However, the performance was worse than conventional ARX. Hence, the objective of this paper is to introduce a new computational model of the SMOPE which employs multiswarm strategy in original SMOPE to diversify the search moves of meta-heuristic algorithm when searching for the best mathematical model. Experiments are performed on six system identification problems. The obtained results prove that incorporating the multi-swarm approach is a good idea to improve original SMOPE. Asian Research Publishing Network (ARPN) 2015 Article PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/11869/1/Simultaneous%20Computation%20Of%20Model%20Order%20And%20Parameter%20Estimation%20For%20Arx%20Model%20Based%20On%20Multiswarm%20Particle%20Swarm%20Optimization.pdf application/pdf en http://umpir.ump.edu.my/id/eprint/11869/7/fkee-2-15-zuwairie-Simultaneous%20Computation%20Of%20Model.pdf Kamil Zakwan, Mohd Azmi and Zuwairie, Ibrahim (2015) Simultaneous Computation of Model Order and Parameter Estimation for Arx Model Based on Multiswarm Particle Swarm Optimization. ARPN Journal of Engineering and Applied Sciences, 10 (22). pp. 17191-17196. ISSN 1819-6608. (Published) http://www.arpnjournals.org/jeas/research_papers/rp_2015/jeas_1215_3149.pdf |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering Kamil Zakwan, Mohd Azmi Zuwairie, Ibrahim Simultaneous Computation of Model Order and Parameter Estimation for Arx Model Based on Multiswarm Particle Swarm Optimization |
| title | Simultaneous Computation of Model Order and Parameter Estimation for Arx Model Based on Multiswarm Particle Swarm Optimization |
| title_full | Simultaneous Computation of Model Order and Parameter Estimation for Arx Model Based on Multiswarm Particle Swarm Optimization |
| title_fullStr | Simultaneous Computation of Model Order and Parameter Estimation for Arx Model Based on Multiswarm Particle Swarm Optimization |
| title_full_unstemmed | Simultaneous Computation of Model Order and Parameter Estimation for Arx Model Based on Multiswarm Particle Swarm Optimization |
| title_short | Simultaneous Computation of Model Order and Parameter Estimation for Arx Model Based on Multiswarm Particle Swarm Optimization |
| title_sort | simultaneous computation of model order and parameter estimation for arx model based on multiswarm particle swarm optimization |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| url | http://umpir.ump.edu.my/id/eprint/11869/1/Simultaneous%20Computation%20Of%20Model%20Order%20And%20Parameter%20Estimation%20For%20Arx%20Model%20Based%20On%20Multiswarm%20Particle%20Swarm%20Optimization.pdf http://umpir.ump.edu.my/id/eprint/11869/7/fkee-2-15-zuwairie-Simultaneous%20Computation%20Of%20Model.pdf |
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