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Change point detection algorithms for complex physical dynamical systems

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21340%2F12%3A00199587" target="_blank" >RIV/68407700:21340/12:00199587 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Change point detection algorithms for complex physical dynamical systems

  • Original language description

    The target of this contribution is to present an integrated overview of algorithms which could be used for change point detection of any physical dynamical system, e.g. in acoustic system or for the particle detection in accelerated physics. Furthermorewe want to show a possible improvement of the localization of the source of acoustic emission while using these algorithms instead of the well-known threshold level method. Among these algorithms we study the methods based on hypothesis testing by probability ratio, which are described in [1], the algorithm based on the Schwarz Information Criteria (SIC) [2], the method using Singular Spectral Analysis (SSA) [4], and finally the algorithms based on the estimation of autoregressive stochastic processes (time series) and the consecutive chi^2 test [3]. As an example, applying these algorithms, we want to show some possible improvements of numerical iterative localization techniques for detecting the source of the acoustic emission. We con

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BA - General mathematics

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    Z - Vyzkumny zamer (s odkazem do CEZ)<br>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

    SPMS 2012 Proceedings

  • ISBN

    978-80-01-05130-6

  • ISSN

  • e-ISSN

  • Number of pages

    10

  • Pages from-to

    117-126

  • Publisher name

    ČVUT

  • Place of publication

    Praha

  • Event location

    Zlenice

  • Event date

    Jun 25, 2012

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article