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Bayesian Filters in Practice

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61388998%3A_____%2F10%3A00347213" target="_blank" >RIV/61388998:_____/10:00347213 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Bayesian Filters in Practice

  • Original language description

    Bayesian filters represent the most commonly used tool for state estimation not only in mobile robotics. The filters are widely used in sensor data fusion and robot localization problems. The paper describes in detail our experiences with the filters inrobot localization using bearing only beacons. Bearing only beacons are easy to implement, therefore can be realized by the students and relatively complex task of Bayesian filtering can be explained using real data. Both simulation and practical resultswith Extended Kalman filter and Unscented Kalman filter are given, taking into consideration not only the precision of obtained estimate, but also its robustness against the noise and memory and computational requirements that must be considered when computational resources are limited.

  • 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

    2010

  • 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 the 1st International Conference on Robotics in Education

  • ISBN

    978-80-227-3353-3

  • ISSN

  • e-ISSN

  • Number of pages

    6

  • Pages from-to

  • Publisher name

    Slovak University of Technology in Bratislava

  • Place of publication

    Bratislava

  • Event location

    Bratislava

  • Event date

    Sep 16, 2010

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article