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Motion Planning of Robots Using Nature Inspired Algorithms

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F12%3A00195486" target="_blank" >RIV/68407700:21230/12:00195486 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Motion Planning of Robots Using Nature Inspired Algorithms

  • Original language description

    Motion planning is one of the fundamental problems in mobile robotics. This problem belongs to the NP-complete problems, therefore it is popular to solve this problem using heuristic algorithms, for example using nature inspired algorithms. Typical nature-inspired motion planning solutions are based on finding smooth curves, e.g. splines, without considering the kinematic and dynamic limitations of robots. This paper presents a novel approach to the robot motion planning based on Particle Swarm Optimization (PSO). The proposed solution is represented as a sequence of control inputs taking into account the robot's motion model. This effectively allows to find a feasible trajectory. Moreover, the control inputs presented in the trajectory can be used todirectly control the robot. This type of representation is sensitive to particle initialization, that's why we developed new types of initialization, which were experimentaly tested.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JC - Computer hardware and software

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2012

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    POSTER 2012 - 16th International Student Conference on Electrical Engineering

  • ISBN

    978-80-01-05043-9

  • ISSN

  • e-ISSN

  • Number of pages

    6

  • Pages from-to

    1-6

  • Publisher name

    Czech Technical University in Prague

  • Place of publication

    Praha

  • Event location

    Prague

  • Event date

    May 17, 2012

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article