Simultaneous Adaptation Of Multiple Genetic Algorithm Parameters Using Fuzzy Logic Controllers

This study aims at designing an online adaptive method to control multiple parameters of the Genetic Algorithm. The efficiency of Genetic Algorithm requires maintaining an appropriate balance between exploration and exploitation, which in turn greatly depends on the settings of several parameters...

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Main Author:	Ghallab, Abdullatif Saleh Nasser
Format:	Thesis
Language:	English
Published:	2010
Subjects:	RS1-441 Pharmacy and materia medica
Online Access:	http://eprints.usm.my/41334/1/ABDULLATIF_SALEH_NASSER_GHALLAB.pdf
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id	my-usm-ep.41334
record_format	uketd_dc
spelling	my-usm-ep.413342018-08-16T02:46:15Z Simultaneous Adaptation Of Multiple Genetic Algorithm Parameters Using Fuzzy Logic Controllers 2010 Ghallab, Abdullatif Saleh Nasser RS1-441 Pharmacy and materia medica This study aims at designing an online adaptive method to control multiple parameters of the Genetic Algorithm. The efficiency of Genetic Algorithm requires maintaining an appropriate balance between exploration and exploitation, which in turn greatly depends on the settings of several parameters. The parameters are not independent and have complex interactions with each other during a given run. Ignoring the interaction between the adapted parameters or adapting one single parameter may have negative impact on the other related parameters, resulting in poor performance. However, most of the available alternatives cannot solve this problem effectively. Fuzzy Adaptive Genetic Algorithm techniques have been used recently for parameter control, 2010 Thesis http://eprints.usm.my/41334/ http://eprints.usm.my/41334/1/ABDULLATIF_SALEH_NASSER_GHALLAB.pdf application/pdf en public phd doctoral Universiti Sains Malaysia Pusat Pengajian Sains Farmasi
institution	Universiti Sains Malaysia
collection	USM Institutional Repository
language	English
topic	RS1-441 Pharmacy and materia medica
spellingShingle	RS1-441 Pharmacy and materia medica Ghallab, Abdullatif Saleh Nasser Simultaneous Adaptation Of Multiple Genetic Algorithm Parameters Using Fuzzy Logic Controllers
description	This study aims at designing an online adaptive method to control multiple parameters of the Genetic Algorithm. The efficiency of Genetic Algorithm requires maintaining an appropriate balance between exploration and exploitation, which in turn greatly depends on the settings of several parameters. The parameters are not independent and have complex interactions with each other during a given run. Ignoring the interaction between the adapted parameters or adapting one single parameter may have negative impact on the other related parameters, resulting in poor performance. However, most of the available alternatives cannot solve this problem effectively. Fuzzy Adaptive Genetic Algorithm techniques have been used recently for parameter control,
format	Thesis
qualification_name	Doctor of Philosophy (PhD.)
qualification_level	Doctorate
author	Ghallab, Abdullatif Saleh Nasser
author_facet	Ghallab, Abdullatif Saleh Nasser
author_sort	Ghallab, Abdullatif Saleh Nasser
title	Simultaneous Adaptation Of Multiple Genetic Algorithm Parameters Using Fuzzy Logic Controllers
title_short	Simultaneous Adaptation Of Multiple Genetic Algorithm Parameters Using Fuzzy Logic Controllers
title_full	Simultaneous Adaptation Of Multiple Genetic Algorithm Parameters Using Fuzzy Logic Controllers
title_fullStr	Simultaneous Adaptation Of Multiple Genetic Algorithm Parameters Using Fuzzy Logic Controllers
title_full_unstemmed	Simultaneous Adaptation Of Multiple Genetic Algorithm Parameters Using Fuzzy Logic Controllers
title_sort	simultaneous adaptation of multiple genetic algorithm parameters using fuzzy logic controllers
granting_institution	Universiti Sains Malaysia
granting_department	Pusat Pengajian Sains Farmasi
publishDate	2010
url	http://eprints.usm.my/41334/1/ABDULLATIF_SALEH_NASSER_GHALLAB.pdf
_version_	1747820913783472128

Simultaneous Adaptation Of Multiple Genetic Algorithm Parameters Using Fuzzy Logic Controllers

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