Implementation analysis of cuckoo search for the benchmark rosenbrock and levy test functions

This paper presents the implementation analysis of the benchmark Rosenbrock and Levy test functions using the Cuckoo Search with emphasis on the effect of the search population and iterations count in the algorithm’s search processes. After many experimental procedures, this study revealed that depl...

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Main Author:	Odili, Julius Beneoluchi
Format:	Article
Language:	English
Published:	Universiti Utara Malaysia Press 2018
Subjects:	QA Mathematics TK Electrical engineering. Electronics Nuclear engineering
Online Access:	http://umpir.ump.edu.my/id/eprint/25352/ http://umpir.ump.edu.my/id/eprint/25352/ http://umpir.ump.edu.my/id/eprint/25352/1/Implementation%20analysis%20of%20cuckoo%20search%20for%20the%20benchmark.pdf

id	ump-25352
recordtype	eprints
spelling	ump-253522019-12-09T06:48:51Z http://umpir.ump.edu.my/id/eprint/25352/ Implementation analysis of cuckoo search for the benchmark rosenbrock and levy test functions Odili, Julius Beneoluchi QA Mathematics TK Electrical engineering. Electronics Nuclear engineering This paper presents the implementation analysis of the benchmark Rosenbrock and Levy test functions using the Cuckoo Search with emphasis on the effect of the search population and iterations count in the algorithm’s search processes. After many experimental procedures, this study revealed that deploying a population of 10 nests is sufficient to obtain acceptable solutions to the Rosenbrock and Levy test functions (or any similar problem to these test landscapes). In fact, increasing the search population to 25 or more nests was a demerit to the Cuckoo Search as it resulted in increased processing overhead without any improvement in processing outcomes. In terms of the iteration count, it was discovered that the Cuckoo Search could obtain satisfactory results in as little as 100 iterations. The outcome of this study is beneficial to the research community as it helps in facilitating the choice of parameters whenever one is confronted with similar problems. Universiti Utara Malaysia Press 2018-01 Article PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/25352/1/Implementation%20analysis%20of%20cuckoo%20search%20for%20the%20benchmark.pdf Odili, Julius Beneoluchi (2018) Implementation analysis of cuckoo search for the benchmark rosenbrock and levy test functions. Journal of Information and Communication Technology, 17 (1). pp. 17-32. ISSN 1675-414X (Print); 2180-3862 (Online) http://www.jict.uum.edu.my/images/vol17no1jan18/17-32-m.pdf
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Malaysia Pahang
building	UMP Institutional Repository
collection	Online Access
language	English
topic	QA Mathematics TK Electrical engineering. Electronics Nuclear engineering
spellingShingle	QA Mathematics TK Electrical engineering. Electronics Nuclear engineering Odili, Julius Beneoluchi Implementation analysis of cuckoo search for the benchmark rosenbrock and levy test functions
description	This paper presents the implementation analysis of the benchmark Rosenbrock and Levy test functions using the Cuckoo Search with emphasis on the effect of the search population and iterations count in the algorithm’s search processes. After many experimental procedures, this study revealed that deploying a population of 10 nests is sufficient to obtain acceptable solutions to the Rosenbrock and Levy test functions (or any similar problem to these test landscapes). In fact, increasing the search population to 25 or more nests was a demerit to the Cuckoo Search as it resulted in increased processing overhead without any improvement in processing outcomes. In terms of the iteration count, it was discovered that the Cuckoo Search could obtain satisfactory results in as little as 100 iterations. The outcome of this study is beneficial to the research community as it helps in facilitating the choice of parameters whenever one is confronted with similar problems.
format	Article
author	Odili, Julius Beneoluchi
author_facet	Odili, Julius Beneoluchi
author_sort	Odili, Julius Beneoluchi
title	Implementation analysis of cuckoo search for the benchmark rosenbrock and levy test functions
title_short	Implementation analysis of cuckoo search for the benchmark rosenbrock and levy test functions
title_full	Implementation analysis of cuckoo search for the benchmark rosenbrock and levy test functions
title_fullStr	Implementation analysis of cuckoo search for the benchmark rosenbrock and levy test functions
title_full_unstemmed	Implementation analysis of cuckoo search for the benchmark rosenbrock and levy test functions
title_sort	implementation analysis of cuckoo search for the benchmark rosenbrock and levy test functions
publisher	Universiti Utara Malaysia Press
publishDate	2018
url	http://umpir.ump.edu.my/id/eprint/25352/ http://umpir.ump.edu.my/id/eprint/25352/ http://umpir.ump.edu.my/id/eprint/25352/1/Implementation%20analysis%20of%20cuckoo%20search%20for%20the%20benchmark.pdf
first_indexed	2023-09-18T22:38:52Z
last_indexed	2023-09-18T22:38:52Z
_version_	1777416780373819392

Implementation analysis of cuckoo search for the benchmark rosenbrock and levy test functions

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