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A Hybrid Genetic-Hierarchical Algorithm for the Quadratic Assignment Problem
In this paper, we present a hybrid genetic-hierarchical algorithm for the solution of the quadratic assignment problem. The main distinguishing aspect of the proposed algorithm is that this is an innovative hybrid genetic algorithm with the original, hierarchical architecture. In particular, the gen...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7844628/ https://www.ncbi.nlm.nih.gov/pubmed/33466928 http://dx.doi.org/10.3390/e23010108 |
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author | Misevičius, Alfonsas Verenė, Dovilė |
author_facet | Misevičius, Alfonsas Verenė, Dovilė |
author_sort | Misevičius, Alfonsas |
collection | PubMed |
description | In this paper, we present a hybrid genetic-hierarchical algorithm for the solution of the quadratic assignment problem. The main distinguishing aspect of the proposed algorithm is that this is an innovative hybrid genetic algorithm with the original, hierarchical architecture. In particular, the genetic algorithm is combined with the so-called hierarchical (self-similar) iterated tabu search algorithm, which serves as a powerful local optimizer (local improvement algorithm) of the offspring solutions produced by the crossover operator of the genetic algorithm. The results of the conducted computational experiments demonstrate the promising performance and competitiveness of the proposed algorithm. |
format | Online Article Text |
id | pubmed-7844628 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-78446282021-02-24 A Hybrid Genetic-Hierarchical Algorithm for the Quadratic Assignment Problem Misevičius, Alfonsas Verenė, Dovilė Entropy (Basel) Article In this paper, we present a hybrid genetic-hierarchical algorithm for the solution of the quadratic assignment problem. The main distinguishing aspect of the proposed algorithm is that this is an innovative hybrid genetic algorithm with the original, hierarchical architecture. In particular, the genetic algorithm is combined with the so-called hierarchical (self-similar) iterated tabu search algorithm, which serves as a powerful local optimizer (local improvement algorithm) of the offspring solutions produced by the crossover operator of the genetic algorithm. The results of the conducted computational experiments demonstrate the promising performance and competitiveness of the proposed algorithm. MDPI 2021-01-14 /pmc/articles/PMC7844628/ /pubmed/33466928 http://dx.doi.org/10.3390/e23010108 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Misevičius, Alfonsas Verenė, Dovilė A Hybrid Genetic-Hierarchical Algorithm for the Quadratic Assignment Problem |
title | A Hybrid Genetic-Hierarchical Algorithm for the Quadratic Assignment Problem |
title_full | A Hybrid Genetic-Hierarchical Algorithm for the Quadratic Assignment Problem |
title_fullStr | A Hybrid Genetic-Hierarchical Algorithm for the Quadratic Assignment Problem |
title_full_unstemmed | A Hybrid Genetic-Hierarchical Algorithm for the Quadratic Assignment Problem |
title_short | A Hybrid Genetic-Hierarchical Algorithm for the Quadratic Assignment Problem |
title_sort | hybrid genetic-hierarchical algorithm for the quadratic assignment problem |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7844628/ https://www.ncbi.nlm.nih.gov/pubmed/33466928 http://dx.doi.org/10.3390/e23010108 |
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