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Robot Navigation Using Genetic Algorithm and Case-Based Reasoning

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26210%2F03%3APU40469" target="_blank" >RIV/00216305:26210/03:PU40469 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Robot Navigation Using Genetic Algorithm and Case-Based Reasoning

  • Original language description

    The aim of the paper is to propose an integration of a genetic algorithm and case-based reasoning in robot motion planning in a partially known dynamic environment. The goal of the planning is to help find a path from a start to a goal position without collisions with known obstacles minimizing length and difficulty of the path. The environment is modelled by a grid in which known static obstacles or unattainable positions are defined. The robot motion is reduced in horizontal, vertical and diagonal dirrections. The paths realized are stored in a base of cases along with the degree of their traversability. When planning a path, first this base is searched so as to find the cases that are most similar to the given case and then they are adapted to it. If similar cases are not found in the base or adapted solutions are not good enough, a new path is searched for by a genetic algorithm.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JD - Use of computers, robotics and its application

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2003

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Book of Extended Abstracts of the National Conference with International Participation Engineering Mechanics 2003

  • ISBN

    80-86246-18-3

  • ISSN

  • e-ISSN

  • Number of pages

    2

  • Pages from-to

    328-329

  • Publisher name

    Association for Engineering Mechanics

  • Place of publication

    Svratka

  • Event location

    Svratka

  • Event date

    May 12, 2003

  • Type of event by nationality

    CST - Celostátní akce

  • UT code for WoS article