Using 2-Opt based evolution strategy for travelling salesman problem

Harmony search algorithm that matches the (µ+1) evolution strategy, is a heuristic method simulated by the process of music improvisation. In this paper, a harmony search algorithm is directly used for the travelling salesman problem. Instead of conventional selection operators such as roulette whee...

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Bibliographic Details
Main Authors: Kenan Karagul, Erdal Aydemir, Sezai Tokat
Format: Article
Language:English
Published: Balikesir University 2016-03-01
Series:An International Journal of Optimization and Control: Theories & Applications
Subjects:
TSP
HS
Online Access:http://ijocta.balikesir.edu.tr/index.php/files/article/view/268
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spelling doaj-260f441d0fda4fa8aae033f4974110772020-11-24T23:24:13ZengBalikesir UniversityAn International Journal of Optimization and Control: Theories & Applications 2146-09572146-57032016-03-016210311310.11121/ijocta.01.2016.0026881Using 2-Opt based evolution strategy for travelling salesman problemKenan KaragulErdal AydemirSezai TokatHarmony search algorithm that matches the (µ+1) evolution strategy, is a heuristic method simulated by the process of music improvisation. In this paper, a harmony search algorithm is directly used for the travelling salesman problem. Instead of conventional selection operators such as roulette wheel, the transformation of real number values of harmony search algorithm to order index of vertex representation and improvement of solutions are obtained by using the 2-Opt local search algorithm. Then, the obtained algorithm is tested on two different parameter groups of TSPLIB. The proposed method is compared with classical 2-Opt which randomly started at each step and best known solutions of test instances from TSPLIB. It is seen that the proposed algorithm offers valuable solutions.http://ijocta.balikesir.edu.tr/index.php/files/article/view/268Travelling salesman problemsTSPharmony searchHS(µ+1) evolution strategy2-OptTSPLIB.
collection DOAJ
language English
format Article
sources DOAJ
author Kenan Karagul
Erdal Aydemir
Sezai Tokat
spellingShingle Kenan Karagul
Erdal Aydemir
Sezai Tokat
Using 2-Opt based evolution strategy for travelling salesman problem
An International Journal of Optimization and Control: Theories & Applications
Travelling salesman problems
TSP
harmony search
HS
(µ+1) evolution strategy
2-Opt
TSPLIB.
author_facet Kenan Karagul
Erdal Aydemir
Sezai Tokat
author_sort Kenan Karagul
title Using 2-Opt based evolution strategy for travelling salesman problem
title_short Using 2-Opt based evolution strategy for travelling salesman problem
title_full Using 2-Opt based evolution strategy for travelling salesman problem
title_fullStr Using 2-Opt based evolution strategy for travelling salesman problem
title_full_unstemmed Using 2-Opt based evolution strategy for travelling salesman problem
title_sort using 2-opt based evolution strategy for travelling salesman problem
publisher Balikesir University
series An International Journal of Optimization and Control: Theories & Applications
issn 2146-0957
2146-5703
publishDate 2016-03-01
description Harmony search algorithm that matches the (µ+1) evolution strategy, is a heuristic method simulated by the process of music improvisation. In this paper, a harmony search algorithm is directly used for the travelling salesman problem. Instead of conventional selection operators such as roulette wheel, the transformation of real number values of harmony search algorithm to order index of vertex representation and improvement of solutions are obtained by using the 2-Opt local search algorithm. Then, the obtained algorithm is tested on two different parameter groups of TSPLIB. The proposed method is compared with classical 2-Opt which randomly started at each step and best known solutions of test instances from TSPLIB. It is seen that the proposed algorithm offers valuable solutions.
topic Travelling salesman problems
TSP
harmony search
HS
(µ+1) evolution strategy
2-Opt
TSPLIB.
url http://ijocta.balikesir.edu.tr/index.php/files/article/view/268
work_keys_str_mv AT kenankaragul using2optbasedevolutionstrategyfortravellingsalesmanproblem
AT erdalaydemir using2optbasedevolutionstrategyfortravellingsalesmanproblem
AT sezaitokat using2optbasedevolutionstrategyfortravellingsalesmanproblem
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