Asynchronous simulated kalman filter optimization algorithm

Simulated Kalman filter (SKF) is an optimization algorithm which is inspired by Kalman filtering method. SKF was introduced as synchronous population-based algorithm. This work introduced a new variation of SKF which is SKF with asynchronous update mechanism, asynchronous-SKF (ASKF). In contrast to...

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Main Authors: Zuwairie, Ibrahim, Nor Azlina, Ab. Aziz, Nor Hidayati, Abd Aziz, Tasiransurini, Ab Rahman
Format: Article
Language:English
English
Published: Science Publishing Corporation Inc. 2018
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/22974/
http://umpir.ump.edu.my/id/eprint/22974/
http://umpir.ump.edu.my/id/eprint/22974/1/90.%20Asynchronous%20simulated%20kalman%20filter%20optimization%20algorithm.pdf
http://umpir.ump.edu.my/id/eprint/22974/2/90.1%20Asynchronous%20simulated%20kalman%20filter%20optimization%20algorithm.pdf
id ump-22974
recordtype eprints
spelling ump-229742018-12-27T07:24:30Z http://umpir.ump.edu.my/id/eprint/22974/ Asynchronous simulated kalman filter optimization algorithm Zuwairie, Ibrahim Nor Azlina, Ab. Aziz Nor Hidayati, Abd Aziz Tasiransurini, Ab Rahman T Technology (General) TS Manufactures Simulated Kalman filter (SKF) is an optimization algorithm which is inspired by Kalman filtering method. SKF was introduced as synchronous population-based algorithm. This work introduced a new variation of SKF which is SKF with asynchronous update mechanism, asynchronous-SKF (ASKF). In contrast to the synchronous implementation where the whole population go through each optimization step as a group, in ASKF an agent starts its optimization steps only after its preceding agent has complete all of its optimization steps. The performance of ASKF is compared against SKF using CEC2014 benchmark functions, where the ASKF is found to perform significantly better than the original SKF. Science Publishing Corporation Inc. 2018 Article PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/22974/1/90.%20Asynchronous%20simulated%20kalman%20filter%20optimization%20algorithm.pdf pdf en http://umpir.ump.edu.my/id/eprint/22974/2/90.1%20Asynchronous%20simulated%20kalman%20filter%20optimization%20algorithm.pdf Zuwairie, Ibrahim and Nor Azlina, Ab. Aziz and Nor Hidayati, Abd Aziz and Tasiransurini, Ab Rahman (2018) Asynchronous simulated kalman filter optimization algorithm. International Journal of Engineering and Technology(UAE), 7 (4). pp. 44-49. ISSN 2227524X https://doi.org/10.14419/ijet.v7i4.27.22478
repository_type Digital Repository
institution_category Local University
institution Universiti Malaysia Pahang
building UMP Institutional Repository
collection Online Access
language English
English
topic T Technology (General)
TS Manufactures
spellingShingle T Technology (General)
TS Manufactures
Zuwairie, Ibrahim
Nor Azlina, Ab. Aziz
Nor Hidayati, Abd Aziz
Tasiransurini, Ab Rahman
Asynchronous simulated kalman filter optimization algorithm
description Simulated Kalman filter (SKF) is an optimization algorithm which is inspired by Kalman filtering method. SKF was introduced as synchronous population-based algorithm. This work introduced a new variation of SKF which is SKF with asynchronous update mechanism, asynchronous-SKF (ASKF). In contrast to the synchronous implementation where the whole population go through each optimization step as a group, in ASKF an agent starts its optimization steps only after its preceding agent has complete all of its optimization steps. The performance of ASKF is compared against SKF using CEC2014 benchmark functions, where the ASKF is found to perform significantly better than the original SKF.
format Article
author Zuwairie, Ibrahim
Nor Azlina, Ab. Aziz
Nor Hidayati, Abd Aziz
Tasiransurini, Ab Rahman
author_facet Zuwairie, Ibrahim
Nor Azlina, Ab. Aziz
Nor Hidayati, Abd Aziz
Tasiransurini, Ab Rahman
author_sort Zuwairie, Ibrahim
title Asynchronous simulated kalman filter optimization algorithm
title_short Asynchronous simulated kalman filter optimization algorithm
title_full Asynchronous simulated kalman filter optimization algorithm
title_fullStr Asynchronous simulated kalman filter optimization algorithm
title_full_unstemmed Asynchronous simulated kalman filter optimization algorithm
title_sort asynchronous simulated kalman filter optimization algorithm
publisher Science Publishing Corporation Inc.
publishDate 2018
url http://umpir.ump.edu.my/id/eprint/22974/
http://umpir.ump.edu.my/id/eprint/22974/
http://umpir.ump.edu.my/id/eprint/22974/1/90.%20Asynchronous%20simulated%20kalman%20filter%20optimization%20algorithm.pdf
http://umpir.ump.edu.my/id/eprint/22974/2/90.1%20Asynchronous%20simulated%20kalman%20filter%20optimization%20algorithm.pdf
first_indexed 2023-09-18T22:34:13Z
last_indexed 2023-09-18T22:34:13Z
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