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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/19910/1/A%20Comparative%20Study%20of%20Neural%20Networks%20methods.pdf
http://umpir.ump.edu.my/id/eprint/19910/
https://doi.org/10.1166/asl.2017.10216
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spelling my.ump.umpir.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
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
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/19910/1/A%20Comparative%20Study%20of%20Neural%20Networks%20methods.pdf
http://umpir.ump.edu.my/id/eprint/19910/
https://doi.org/10.1166/asl.2017.10216
_version_ 1643668754461097984
score 13.211869

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