Rotary Machine Condition Monitoring Using One-Class Classification in Wireless Sensor Networks

Kód výsledku v IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F11%3A00181687" target="_blank" >RIV/68407700:21230/11:00181687 - isvavai.cz</a>

Výsledek na webu

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DOI - Digital Object Identifier

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Jazyk výsledku

angličtina

Název v původním jazyce

Rotary Machine Condition Monitoring Using One-Class Classification in Wireless Sensor Networks

Popis výsledku v původním jazyce

In this paper we introduce the system for machine condition monitoring (MCM) based on the Wireless Sensors Network (WSN). In the proposed system the vibrational behaviour of a rotary machine is sensed by the nodes of the network. In the each node samplesare pre-processed and suitable features describing the faulty behaviour of a machine are extracted, then the features input to the classifier. An one-class classifier implemented in the each node creates an intermediate classification result. From theseresults is in the network created by voting and combining procedures the final decision about a machine condition. This approach may bring many benefits compared to classical wired centralized systems, i.e. easier deployment, robustness and gives a goodoverall view of a machine condition.

Název v anglickém jazyce

Rotary Machine Condition Monitoring Using One-Class Classification in Wireless Sensor Networks

Popis výsledku anglicky

In this paper we introduce the system for machine condition monitoring (MCM) based on the Wireless Sensors Network (WSN). In the proposed system the vibrational behaviour of a rotary machine is sensed by the nodes of the network. In the each node samplesare pre-processed and suitable features describing the faulty behaviour of a machine are extracted, then the features input to the classifier. An one-class classifier implemented in the each node creates an intermediate classification result. From theseresults is in the network created by voting and combining procedures the final decision about a machine condition. This approach may bring many benefits compared to classical wired centralized systems, i.e. easier deployment, robustness and gives a goodoverall view of a machine condition.

Druh

D - Stať ve sborníku

CEP obor

JB - Senzory, čidla, měření a regulace

OECD FORD obor

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Projekt

<a href="/cs/project/GD102%2F09%2FH081" target="_blank" >GD102/09/H081: SYNERGIE - Mobilní senzorické systémy a sítě</a><br>

Návaznosti

S - Specificky vyzkum na vysokych skolach

Rok uplatnění

2011

Kód důvěrnosti údajů

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

Název statě ve sborníku

THE 8TH INTERNATIONAL CONFERENCE ON CONDITION MONITORING AND

ISBN

978-1-61839-014-1

ISSN

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e-ISSN

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Počet stran výsledku

9

Strana od-do

702-710

Název nakladatele

BINDT, US Society for Machinery Failure Prevention Technology

Místo vydání

Dublin

Místo konání akce

Cardiff

Datum konání akce

20. 6. 2011

Typ akce podle státní příslušnosti

WRD - Celosvětová akce

Kód UT WoS článku

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