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Control of autonomous robot using neural networks

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61988987%3A17310%2F17%3AA1801QXZ" target="_blank" >RIV/61988987:17310/17:A1801QXZ - isvavai.cz</a>

  • Result on the web

    <a href="http://aip.scitation.org/doi/abs/10.1063/1.4992224" target="_blank" >http://aip.scitation.org/doi/abs/10.1063/1.4992224</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1063/1.4992224" target="_blank" >10.1063/1.4992224</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Control of autonomous robot using neural networks

  • Original language description

    The aim of the article is to design a method of control of an autonomous robot using artificial neural networks. The introductory part describes control issues from the perspective of autonomous robot navigation and the current mobile robots controlled by neural networks. The core of the article is the design of the controlling neural network, and generation and filtration of the training set using ART1 (Adaptive Resonance Theory). The outcome of the practical part is an assembled Lego Mindstorms EV3 robot solving the problem of avoiding obstacles in space. To verify models of an autonomous robot behavior, a set of experiments was created as well as evaluation criteria. The speed of each motor was adjusted by the controlling neural network with respect to the situation in which the robot was found.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    10200 - Computer and information sciences

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2017

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    AIP Conference Proceedings

  • ISBN

    978-073541538-6

  • ISSN

    0094-243X

  • e-ISSN

  • Number of pages

    4

  • Pages from-to

  • Publisher name

    American Institute of Physics Inc.

  • Place of publication

  • Event location

    Rodos, Greece

  • Event date

    Sep 19, 2016

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article

    000410159800074