The Pheromone-Based Harmony Search Algorithm for the Asymmetric Traveling Salesman Problem

This paper presents a modification of the Harmony Search algorithm (HS) adjusted to an effective solving of instances of the Asymmetric Traveling Salesman Problem. The improvement of the technique spans the application of a pheromone, which, by serving the role of long-term memory, enables the impro...

Full description

Bibliographic Details
Main Authors: Krzysztof Szwarc, Urszula Boryczka
Format: Article
Language:English
Published: MDPI AG 2020-09-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/10/18/6422
_version_ 1797553678164426752
author Krzysztof Szwarc
Urszula Boryczka
author_facet Krzysztof Szwarc
Urszula Boryczka
author_sort Krzysztof Szwarc
collection DOAJ
description This paper presents a modification of the Harmony Search algorithm (HS) adjusted to an effective solving of instances of the Asymmetric Traveling Salesman Problem. The improvement of the technique spans the application of a pheromone, which, by serving the role of long-term memory, enables the improvement of the quality of determined results, especially for tasks characterized by a significant number of vertices. The publication includes the results of tests that suggest the achievement of effectiveness improvement through the modification of the HS and recommendations concerning the proper configuration of the algorithm.
first_indexed 2024-03-10T16:20:00Z
format Article
id doaj.art-d6a19d854d894a479ec99f8ac811d310
institution Directory Open Access Journal
issn 2076-3417
language English
last_indexed 2024-03-10T16:20:00Z
publishDate 2020-09-01
publisher MDPI AG
record_format Article
series Applied Sciences
spelling doaj.art-d6a19d854d894a479ec99f8ac811d3102023-11-20T13:48:40ZengMDPI AGApplied Sciences2076-34172020-09-011018642210.3390/app10186422The Pheromone-Based Harmony Search Algorithm for the Asymmetric Traveling Salesman ProblemKrzysztof Szwarc0Urszula Boryczka1Institute of Computer Science, University of Silesia in Katowice, ul. Będzińska 39, 41-200 Sosnowiec, PolandInstitute of Computer Science, University of Silesia in Katowice, ul. Będzińska 39, 41-200 Sosnowiec, PolandThis paper presents a modification of the Harmony Search algorithm (HS) adjusted to an effective solving of instances of the Asymmetric Traveling Salesman Problem. The improvement of the technique spans the application of a pheromone, which, by serving the role of long-term memory, enables the improvement of the quality of determined results, especially for tasks characterized by a significant number of vertices. The publication includes the results of tests that suggest the achievement of effectiveness improvement through the modification of the HS and recommendations concerning the proper configuration of the algorithm.https://www.mdpi.com/2076-3417/10/18/6422harmony searchpheromone-based harmony searchasymmetric traveling salesman problemmetaheuristic
spellingShingle Krzysztof Szwarc
Urszula Boryczka
The Pheromone-Based Harmony Search Algorithm for the Asymmetric Traveling Salesman Problem
Applied Sciences
harmony search
pheromone-based harmony search
asymmetric traveling salesman problem
metaheuristic
title The Pheromone-Based Harmony Search Algorithm for the Asymmetric Traveling Salesman Problem
title_full The Pheromone-Based Harmony Search Algorithm for the Asymmetric Traveling Salesman Problem
title_fullStr The Pheromone-Based Harmony Search Algorithm for the Asymmetric Traveling Salesman Problem
title_full_unstemmed The Pheromone-Based Harmony Search Algorithm for the Asymmetric Traveling Salesman Problem
title_short The Pheromone-Based Harmony Search Algorithm for the Asymmetric Traveling Salesman Problem
title_sort pheromone based harmony search algorithm for the asymmetric traveling salesman problem
topic harmony search
pheromone-based harmony search
asymmetric traveling salesman problem
metaheuristic
url https://www.mdpi.com/2076-3417/10/18/6422
work_keys_str_mv AT krzysztofszwarc thepheromonebasedharmonysearchalgorithmfortheasymmetrictravelingsalesmanproblem
AT urszulaboryczka thepheromonebasedharmonysearchalgorithmfortheasymmetrictravelingsalesmanproblem
AT krzysztofszwarc pheromonebasedharmonysearchalgorithmfortheasymmetrictravelingsalesmanproblem
AT urszulaboryczka pheromonebasedharmonysearchalgorithmfortheasymmetrictravelingsalesmanproblem