Development and analysis of evolutionary programming for learning musical notes / Siti Aishah Mohd Noor

This research is about applying three different types of Evolutionary Programming mutation operators onto musical notes which causing them to learn a small subset of children music notes. Research and study in Evolutionary Programming and its various types of mutations have been implemented. As a...

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Main Author:	Mohd Noor, Siti Aishah
Format:	Thesis
Language:	English
Published:	2006
Subjects:	Electronic Computers Computer Science
Online Access:	https://ir.uitm.edu.my/id/eprint/966/2/966.pdf
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id	my-uitm-ir.966
record_format	uketd_dc
spelling	my-uitm-ir.9662023-01-20T09:18:32Z Development and analysis of evolutionary programming for learning musical notes / Siti Aishah Mohd Noor 2006 Mohd Noor, Siti Aishah Electronic Computers. Computer Science This research is about applying three different types of Evolutionary Programming mutation operators onto musical notes which causing them to learn a small subset of children music notes. Research and study in Evolutionary Programming and its various types of mutations have been implemented. As a result, selected mutation types are obtained in order to perform this project. The musical notation that has been used is "Old McDonald Had A Farm" and it is represented using permutation encoding. The size of population, generations and mutation probability are usually random initialized by user. 48-bit strings of musical notes are randomly generated and it is evaluated by cost functions. The effect of random population size to the performance of each different Evolutionary Programming mutation type has been analyzed. From the experiments, it shows that hybrid mutation is better than one mutation type thus, is able to learn faster for overall populations. 2006 Thesis https://ir.uitm.edu.my/id/eprint/966/ https://ir.uitm.edu.my/id/eprint/966/2/966.pdf text en public Universiti Teknologi MARA Perpustakaan Tun Abdul Razak
institution	Universiti Teknologi MARA
collection	UiTM Institutional Repository
language	English
topic	Electronic Computers Computer Science
spellingShingle	Electronic Computers Computer Science Mohd Noor, Siti Aishah Development and analysis of evolutionary programming for learning musical notes / Siti Aishah Mohd Noor
description	This research is about applying three different types of Evolutionary Programming mutation operators onto musical notes which causing them to learn a small subset of children music notes. Research and study in Evolutionary Programming and its various types of mutations have been implemented. As a result, selected mutation types are obtained in order to perform this project. The musical notation that has been used is "Old McDonald Had A Farm" and it is represented using permutation encoding. The size of population, generations and mutation probability are usually random initialized by user. 48-bit strings of musical notes are randomly generated and it is evaluated by cost functions. The effect of random population size to the performance of each different Evolutionary Programming mutation type has been analyzed. From the experiments, it shows that hybrid mutation is better than one mutation type thus, is able to learn faster for overall populations.
format	Thesis
author	Mohd Noor, Siti Aishah
author_facet	Mohd Noor, Siti Aishah
author_sort	Mohd Noor, Siti Aishah
title	Development and analysis of evolutionary programming for learning musical notes / Siti Aishah Mohd Noor
title_short	Development and analysis of evolutionary programming for learning musical notes / Siti Aishah Mohd Noor
title_full	Development and analysis of evolutionary programming for learning musical notes / Siti Aishah Mohd Noor
title_fullStr	Development and analysis of evolutionary programming for learning musical notes / Siti Aishah Mohd Noor
title_full_unstemmed	Development and analysis of evolutionary programming for learning musical notes / Siti Aishah Mohd Noor
title_sort	development and analysis of evolutionary programming for learning musical notes / siti aishah mohd noor
granting_institution	Universiti Teknologi MARA
granting_department	Perpustakaan Tun Abdul Razak
publishDate	2006
url	https://ir.uitm.edu.my/id/eprint/966/2/966.pdf
_version_	1783732973591330816

Development and analysis of evolutionary programming for learning musical notes / Siti Aishah Mohd Noor

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