A diversity-based adaptive synchronous-asynchronous switching simulated kalman filter optimizer
The original Simulated Kalman Filter (SKF) is an optimizer that employs synchronous update mechanism. The agents in SKF update their solutions after all fitness calculations, prediction process, and measurement process are completed. An alternative to synchronous update is asynchronous update. In as...
| Main Authors: | , , , , , , |
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| Format: | Conference or Workshop Item |
| Language: | English English |
| Published: |
Universiti Malaysia Pahang
2019
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| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/26010/ http://umpir.ump.edu.my/id/eprint/26010/1/16.%20A%20diversity-based%20adaptive%20synchronous-asynchronous%20switching.pdf http://umpir.ump.edu.my/id/eprint/26010/2/16.1%20A%20diversity-based%20adaptive%20synchronous-asynchronous%20switching.pdf |
| _version_ | 1848822422547988480 |
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| author | Nor Azlina, Ab. Aziz Nor Hidayati, Abdul Aziz Badaruddin, Muhammad Zuwairie, Ibrahim Marizan, Mubin Norrima, Mokhtar Mohd Saberi, Mohamad |
| author_facet | Nor Azlina, Ab. Aziz Nor Hidayati, Abdul Aziz Badaruddin, Muhammad Zuwairie, Ibrahim Marizan, Mubin Norrima, Mokhtar Mohd Saberi, Mohamad |
| author_sort | Nor Azlina, Ab. Aziz |
| building | UMP Institutional Repository |
| collection | Online Access |
| description | The original Simulated Kalman Filter (SKF) is an optimizer that employs synchronous update mechanism. The agents in SKF update their solutions after all fitness calculations, prediction process, and measurement process are completed. An alternative to synchronous update is asynchronous update. In asynchronous update, only one agent does fitness calculation, prediction, measurement, and estimation processes at one time. In this study, synchronous and asynchronous mechanisms are combined in SKF. At first, the SKF starts with synchronous update. If no improved solution is found, the SKF changes its update mechanism. The decision to switch from synchronous to asynchronous or vice versa is made based on the information of the population. In this paper, population’s diversity is used as switching indicator. Using the CEC2014 benchmark test suite, experimental results indicate that the proposed diversitybased adaptive switching synchronous-asynchronous SKF outperforms the original SKF significantly. |
| first_indexed | 2025-11-15T02:40:59Z |
| format | Conference or Workshop Item |
| id | ump-26010 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-15T02:40:59Z |
| publishDate | 2019 |
| publisher | Universiti Malaysia Pahang |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | ump-260102019-12-23T01:34:09Z http://umpir.ump.edu.my/id/eprint/26010/ A diversity-based adaptive synchronous-asynchronous switching simulated kalman filter optimizer Nor Azlina, Ab. Aziz Nor Hidayati, Abdul Aziz Badaruddin, Muhammad Zuwairie, Ibrahim Marizan, Mubin Norrima, Mokhtar Mohd Saberi, Mohamad TK Electrical engineering. Electronics Nuclear engineering The original Simulated Kalman Filter (SKF) is an optimizer that employs synchronous update mechanism. The agents in SKF update their solutions after all fitness calculations, prediction process, and measurement process are completed. An alternative to synchronous update is asynchronous update. In asynchronous update, only one agent does fitness calculation, prediction, measurement, and estimation processes at one time. In this study, synchronous and asynchronous mechanisms are combined in SKF. At first, the SKF starts with synchronous update. If no improved solution is found, the SKF changes its update mechanism. The decision to switch from synchronous to asynchronous or vice versa is made based on the information of the population. In this paper, population’s diversity is used as switching indicator. Using the CEC2014 benchmark test suite, experimental results indicate that the proposed diversitybased adaptive switching synchronous-asynchronous SKF outperforms the original SKF significantly. Universiti Malaysia Pahang 2019 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/26010/1/16.%20A%20diversity-based%20adaptive%20synchronous-asynchronous%20switching.pdf pdf en http://umpir.ump.edu.my/id/eprint/26010/2/16.1%20A%20diversity-based%20adaptive%20synchronous-asynchronous%20switching.pdf Nor Azlina, Ab. Aziz and Nor Hidayati, Abdul Aziz and Badaruddin, Muhammad and Zuwairie, Ibrahim and Marizan, Mubin and Norrima, Mokhtar and Mohd Saberi, Mohamad (2019) A diversity-based adaptive synchronous-asynchronous switching simulated kalman filter optimizer. In: 5th International Conference on Electrical, Control and Computer Engineering (INECCE 2019) , 29-30 July 2019 , Swiss Garden Kuantan. pp. 1-14.. (Unpublished) (Unpublished) DOI: https://doi.org/10.15282/JCEIB-V5-05.29/3/2019/5.5 |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering Nor Azlina, Ab. Aziz Nor Hidayati, Abdul Aziz Badaruddin, Muhammad Zuwairie, Ibrahim Marizan, Mubin Norrima, Mokhtar Mohd Saberi, Mohamad A diversity-based adaptive synchronous-asynchronous switching simulated kalman filter optimizer |
| title | A diversity-based adaptive synchronous-asynchronous switching simulated kalman filter optimizer |
| title_full | A diversity-based adaptive synchronous-asynchronous switching simulated kalman filter optimizer |
| title_fullStr | A diversity-based adaptive synchronous-asynchronous switching simulated kalman filter optimizer |
| title_full_unstemmed | A diversity-based adaptive synchronous-asynchronous switching simulated kalman filter optimizer |
| title_short | A diversity-based adaptive synchronous-asynchronous switching simulated kalman filter optimizer |
| title_sort | diversity-based adaptive synchronous-asynchronous switching simulated kalman filter optimizer |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| url | http://umpir.ump.edu.my/id/eprint/26010/ http://umpir.ump.edu.my/id/eprint/26010/ http://umpir.ump.edu.my/id/eprint/26010/1/16.%20A%20diversity-based%20adaptive%20synchronous-asynchronous%20switching.pdf http://umpir.ump.edu.my/id/eprint/26010/2/16.1%20A%20diversity-based%20adaptive%20synchronous-asynchronous%20switching.pdf |