A Comparative Study of Neural Networks methods & the African Buffalo Optimization for the Travelling Salesman’s Problems

This paper presents a comparative study of some Neural Networks methods and the newly-designed African Buffalo Optimization in solving 12 popular benchmark symmetric Travelling Salesman’s Problems. Recently, researchers are exploring solutions to difficult combinatorial problems using the Neural Net...

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Main Authors:	Odili, Julius Beneoluchi, M. N. M., Kahar, Noraziah, Ahmad
Format:	Article
Language:	English
Published:	American Scientific Publishers 2017
Subjects:	QA75 Electronic computers. Computer science
Online Access:	http://umpir.ump.edu.my/id/eprint/19910/ http://umpir.ump.edu.my/id/eprint/19910/ http://umpir.ump.edu.my/id/eprint/19910/ http://umpir.ump.edu.my/id/eprint/19910/1/A%20Comparative%20Study%20of%20Neural%20Networks%20methods.pdf

id	ump-19910
recordtype	eprints
spelling	ump-199102018-07-27T01:59:09Z http://umpir.ump.edu.my/id/eprint/19910/ A Comparative Study of Neural Networks methods & the African Buffalo Optimization for the Travelling Salesman’s Problems Odili, Julius Beneoluchi M. N. M., Kahar Noraziah, Ahmad QA75 Electronic computers. Computer science This paper presents a comparative study of some Neural Networks methods and the newly-designed African Buffalo Optimization in solving 12 popular benchmark symmetric Travelling Salesman’s Problems. Recently, researchers are exploring solutions to difficult combinatorial problems using the Neural Networks methods. So far, the experiments have been successful. On the other hand, the metaheuristic, African Buffalo Optimization has proven to be quite effective and efficient in providing solutions to some NP-hard and NP-Complete problems, including, of course, the Travelling Salesman’s Problems. After a number of experimental evaluations on the chosen dataset, the African Buffalo Optimization was found to be more successful in solving the symmetric Travelling Salesman’s Problems under consideration. American Scientific Publishers 2017 Article PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/19910/1/A%20Comparative%20Study%20of%20Neural%20Networks%20methods.pdf Odili, Julius Beneoluchi and M. N. M., Kahar and Noraziah, Ahmad (2017) A Comparative Study of Neural Networks methods & the African Buffalo Optimization for the Travelling Salesman’s Problems. Advanced Science Letters, 23 (11). pp. 11044-11047. ISSN 1936-6612 https://doi.org/10.1166/asl.2017.10216 doi: 10.1166/asl.2017.10216
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Malaysia Pahang
building	UMP Institutional Repository
collection	Online Access
language	English
topic	QA75 Electronic computers. Computer science
spellingShingle	QA75 Electronic computers. Computer science Odili, Julius Beneoluchi M. N. M., Kahar Noraziah, Ahmad A Comparative Study of Neural Networks methods & the African Buffalo Optimization for the Travelling Salesman’s Problems
description	This paper presents a comparative study of some Neural Networks methods and the newly-designed African Buffalo Optimization in solving 12 popular benchmark symmetric Travelling Salesman’s Problems. Recently, researchers are exploring solutions to difficult combinatorial problems using the Neural Networks methods. So far, the experiments have been successful. On the other hand, the metaheuristic, African Buffalo Optimization has proven to be quite effective and efficient in providing solutions to some NP-hard and NP-Complete problems, including, of course, the Travelling Salesman’s Problems. After a number of experimental evaluations on the chosen dataset, the African Buffalo Optimization was found to be more successful in solving the symmetric Travelling Salesman’s Problems under consideration.
format	Article
author	Odili, Julius Beneoluchi M. N. M., Kahar Noraziah, Ahmad
author_facet	Odili, Julius Beneoluchi M. N. M., Kahar Noraziah, Ahmad
author_sort	Odili, Julius Beneoluchi
title	A Comparative Study of Neural Networks methods & the African Buffalo Optimization for the Travelling Salesman’s Problems
title_short	A Comparative Study of Neural Networks methods & the African Buffalo Optimization for the Travelling Salesman’s Problems
title_full	A Comparative Study of Neural Networks methods & the African Buffalo Optimization for the Travelling Salesman’s Problems
title_fullStr	A Comparative Study of Neural Networks methods & the African Buffalo Optimization for the Travelling Salesman’s Problems
title_full_unstemmed	A Comparative Study of Neural Networks methods & the African Buffalo Optimization for the Travelling Salesman’s Problems
title_sort	comparative study of neural networks methods & the african buffalo optimization for the travelling salesman’s problems
publisher	American Scientific Publishers
publishDate	2017
url	http://umpir.ump.edu.my/id/eprint/19910/ http://umpir.ump.edu.my/id/eprint/19910/ http://umpir.ump.edu.my/id/eprint/19910/ http://umpir.ump.edu.my/id/eprint/19910/1/A%20Comparative%20Study%20of%20Neural%20Networks%20methods.pdf
first_indexed	2023-09-18T22:28:32Z
last_indexed	2023-09-18T22:28:32Z
_version_	1777416129350729728

A Comparative Study of Neural Networks methods & the African Buffalo Optimization for the Travelling Salesman’s Problems

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