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...

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Main Authors:	Nor Azlina, Ab. Aziz, Nor Hidayati, Abdul Aziz, Badaruddin, Muhammad, Zuwairie, Ibrahim, Marizan, Mubin, Norrima, Mokhtar, Mohd Saberi, Mohamad
Format:	Conference or Workshop Item
Language:	English English
Published:	Universiti Malaysia Pahang 2019
Subjects:	TK Electrical engineering. Electronics Nuclear engineering
Online Access:	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

id	ump-26010
recordtype	eprints
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) DOI: https://doi.org/10.15282/JCEIB-V5-05.29/3/2019/5.5
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Malaysia Pahang
building	UMP Institutional Repository
collection	Online Access
language	English English
topic	TK Electrical engineering. Electronics Nuclear engineering
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
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.
format	Conference or Workshop Item
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
title	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_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_sort	diversity-based adaptive synchronous-asynchronous switching simulated kalman filter optimizer
publisher	Universiti Malaysia Pahang
publishDate	2019
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
first_indexed	2023-09-18T22:40:14Z
last_indexed	2023-09-18T22:40:14Z
_version_	1777416865527627776

A diversity-based adaptive synchronous-asynchronous switching simulated kalman filter optimizer

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