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A Hybrid Hierarchical Heuristic-ACO With Local Search Applied to Travelling Salesman Problem, AS-FA-Ls

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F20%3A10252179" target="_blank" >RIV/61989100:27240/20:10252179 - isvavai.cz</a>

  • Result on the web

    <a href="https://www.igi-global.com/article/a-hybrid-hierarchical-heuristic-aco-with-local-search-applied-to-travelling-salesman-problem-as-fa-ls/257243" target="_blank" >https://www.igi-global.com/article/a-hybrid-hierarchical-heuristic-aco-with-local-search-applied-to-travelling-salesman-problem-as-fa-ls/257243</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.4018/IJSDA.2020070104" target="_blank" >10.4018/IJSDA.2020070104</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    A Hybrid Hierarchical Heuristic-ACO With Local Search Applied to Travelling Salesman Problem, AS-FA-Ls

  • Original language description

    The combinatorial optimization problem is attracting research because they have a wide variety of applications ranging from route planning and supply chain optimization to industrial scheduling and the IoT. Solving such problems using heuristics and bio-inspired techniques is an alternative to exact solutions offering acceptable solutions at fair computational costs. In this article, a new hierarchical hybrid method is proposed as a hybridization of Ant Colony Optimization (ACO), Firefly Algorithm (FA), and local search (AS-FA-Ls). The proposed methods are compared to similar techniques on the traveling salesman problem, (TSP). ACO is used in a hierarchical collaboration schema together with FA which is used to adapt ACO parameters. A local search strategy is used which is the 2 option method to avoid suboptimal solutions. A comparative review and experimental investigations are conducted using the TSP benchmarks. The results showed that AS-FA-Ls returned better results than the listed works in the following cases: berlin52, st70, eil76, rat99, kroA100, and kroA200. Computational investigations allowed determining a set of recommended parameters to be used with ACO for the TSP instances of the study.

  • Czech name

  • Czech description

Classification

  • Type

    J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database

  • CEP classification

  • OECD FORD branch

    10200 - Computer and information sciences

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2020

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Name of the periodical

    International Journal of System Dynamics Applications

  • ISSN

    2160-9772

  • e-ISSN

    2160-9799

  • Volume of the periodical

    9

  • Issue of the periodical within the volume

    3

  • Country of publishing house

    US - UNITED STATES

  • Number of pages

    16

  • Pages from-to

    58-73

  • UT code for WoS article

    000546345800004

  • EID of the result in the Scopus database