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Solving VRP Using Genetic Algorithm with Time Constraints in Fitness Function

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21260%2F13%3A00208774" target="_blank" >RIV/68407700:21260/13:00208774 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Solving VRP Using Genetic Algorithm with Time Constraints in Fitness Function

  • Original language description

    A modern way of solving logistics problems is using some evolutionary techniques such as genetic algorithm. The best known logistic problems are TSP (Traveler Salesman Problem) and VRP (Vehicle Routing Problem). There are many experiments and approacheswhen genetic algorithms are applied to solve these problems. Genetic algorithms use two basic operators: crossover and mutation. Number of variations of crossover operators are known in genetic algorithm and a special ERX (Edge Recombination Crossover) was developed for this problem [1][2][4]. Classical TSP and VRP try to find an optimal solution by minimization of the length of travelling distances. In this paper, the fitness function contains time constrain as a criterion except of travelling distance. The fitness function is multidimensional and the lexicographical order is defined. Experiments showed that it is very useful to change the priorities of parts of fitness, especially when time constrain is not performable. This paper is

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Others

  • Publication year

    2013

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Proceedings of MAC - TLIT 2013

  • ISBN

    978-80-905442-0-8

  • ISSN

  • e-ISSN

  • Number of pages

    7

  • Pages from-to

  • Publisher name

    Mag Consulting

  • Place of publication

    Praha

  • Event location

    Praha

  • Event date

    May 10, 2013

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article