Publications:Ideas for Fault Detection Using Relation Discovery - Revision history

Slawek at 20:39, 30 September 2016

2016-09-30T20:39:01Z

Slawek at 19:46, 30 September 2016

2016-09-30T19:46:56Z

SlawekBot: Created page with "
== Do not edit this section ==
{{PublicationSetupTemplate|Author=Sławomir Nowaczyk, Stefan Byttner, Rune Prytz |PID=528136 |Name=Nowaczyk, ..."

2014-03-13T11:50:40Z

Created page with "<div style='display: none'> == Do not edit this section == </div> {{PublicationSetupTemplate|Author=Sławomir Nowaczyk, Stefan Byttner, Rune Prytz |PID=528136 |Name=Nowaczyk, ..."

New page

<div style='display: none'>
== Do not edit this section ==
</div>
{{PublicationSetupTemplate|Author=Sławomir Nowaczyk, Stefan Byttner, Rune Prytz
|PID=528136
|Name=Nowaczyk, Sławomir [slanow] (Högskolan i Halmstad [2804], Sektionen för Informationsvetenskap, Data– och Elektroteknik (IDE) [3905], Halmstad Embedded and Intelligent Systems Research (EIS) [3938], Laboratoriet för intelligenta system [6703]);Byttner, Stefan [stefan] (Högskolan i Halmstad [2804], Sektionen för Informationsvetenskap, Data– och Elektroteknik (IDE) [3905], Halmstad Embedded and Intelligent Systems Research (EIS) [3938], Laboratoriet för intelligenta system [6703]);Prytz, Rune [runpryARC13] (Volvo Group Trucks Technology)
|Title=Ideas for Fault Detection Using Relation Discovery
|PublicationType=Conference Paper
|ContentType=Refereegranskat
|Language=eng
|Journal=
|JournalISSN=
|Status=
|Volume=
|Issue=
|HostPublication=
|Conference=The 27th annual workshop of the Swedish Artificial Intelligence Society (SAIS), 14–15 May 2012, Örebro, Sweden
|StartPage=1
|EndPage=6
|Year=2012
|Edition=
|Pages=
|City=Linköping
|Publisher=Linköping University Electronic Press
|Series=Linköping Electronic Conference Proceedings ; 071
|SeriesISSN=1650-3740
|ISBN=
|Urls=
|ISRN=
|DOI=
|ISI=
|PMID=
|ScopusId=
|NBN=urn:nbn:se:hh:diva-17718
|LocalId=
|ArchiveNumber=
|Keywords=
|Categories=Datavetenskap (datalogi) (10201)
|ResearchSubjects=
|Projects=Redi2Service
|Notes=
|Abstract=<p>Predictive maintenance is becoming more and more important in many industries, especially taking into account the increasing focus on offering uptime guarantees to the customers. However, in automotive industry, there is a limitation on the engineering effort and sensor capabilities available for that purpose. Luckily, it has recently become feasible to analyse large amounts of data on-board vehicles in a timely manner. This allows approaches based on data mining and pattern recognition techniques to augment existing, hand crafted algorithms.</p><p>Automated deviation detection offers both broader applicability, by virtue of detecting unexpected faults and cross-analysing data from different subsystems, as well as higher sensitivity, due to its ability to take into account specifics of a selected, small set of vehicles used in a particular way under similar conditions.</p><p>In a project called Redi2Service we work towards developing methods for autonomous and unsupervised relationship discovery, algorithms for detecting deviations within those relationships (both considering different moments in time, and different vehicles in a fleet), as well as ways to correlate those deviations to known and unknown faults. In this paper we present the type of data we are working with, justify why we believe relationships between signals are a good knowledge representation, and show results of early experiments where supervised learning was used to evaluate discovered relations.</p>
|Opponents=
|Supervisors=
|Examiners=
|Patent=
|ThesisLevel=
|Credits=
|Programme=
|Subject=
|Uppsok=
|DefencePlace=
|DefenceLanguage=
|DefenceDate=
|CreatedDate=2012-05-24
|PublicationDate=2012-05-25
|LastUpdated=2013-10-28
|diva=http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:528136}}
<div style='display: none'>

== Keep all hand-made modifications below ==
</div>{{PublicationDisplayTemplate}}

@@ Line 4: / Line 4: @@
 {{PublicationSetupTemplate|Author=Sławomir Nowaczyk, Stefan Byttner, Rune Prytz
 |PID=528136
-|Name=Nowaczyk, Sławomir [slanow] [0000-0002-7796-5201] (Högskolan i Halmstad [2804], Akademin för informationsteknologi [16904], Halmstad Embedded and Intelligent Systems Research (EIS) [3938], Laboratoriet för intelligenta system [6703]);Byttner, Stefan [stefan] (Högskolan i Halmstad [2804], Akademin för informationsteknologi [16904], Halmstad Embedded and Intelligent Systems Research (EIS) [3938], Laboratoriet för intelligenta system [6703]);Prytz, Rune [runpry] [0000-0001-8255-1276] (Volvo Group Trucks Technology, Göteborg, Sweden)
+|Name=Nowaczyk, Sławomir (slanow) (0000-0002-7796-5201) (Högskolan i Halmstad (2804), Akademin för informationsteknologi (16904), Halmstad Embedded and Intelligent Systems Research (EIS) (3938), Laboratoriet för intelligenta system (6703));Byttner, Stefan (stefan) (Högskolan i Halmstad (2804), Akademin för informationsteknologi (16904), Halmstad Embedded and Intelligent Systems Research (EIS) (3938), Laboratoriet för intelligenta system (6703));Prytz, Rune (runpry) (0000-0001-8255-1276) (Volvo Group Trucks Technology, Göteborg, Sweden)
 |Title=Ideas for Fault Detection Using Relation Discovery
 |PublicationType=Conference Paper

@@ Line 4: / Line 4: @@
 {{PublicationSetupTemplate|Author=Sławomir Nowaczyk, Stefan Byttner, Rune Prytz
 |PID=528136
-|Name=Nowaczyk, Sławomir [slanow] (Högskolan i Halmstad [2804], Sektionen för Informationsvetenskap, Data– och Elektroteknik (IDE) [3905], Halmstad Embedded and Intelligent Systems Research (EIS) [3938], Laboratoriet för intelligenta system [6703]);Byttner, Stefan [stefan] (Högskolan i Halmstad [2804], Sektionen för Informationsvetenskap, Data– och Elektroteknik (IDE) [3905], Halmstad Embedded and Intelligent Systems Research (EIS) [3938], Laboratoriet för intelligenta system [6703]);Prytz, Rune [runpryARC13] (Volvo Group Trucks Technology)
+|Name=Nowaczyk, Sławomir [slanow] [0000-0002-7796-5201] (Högskolan i Halmstad [2804], Akademin för informationsteknologi [16904], Halmstad Embedded and Intelligent Systems Research (EIS) [3938], Laboratoriet för intelligenta system [6703]);Byttner, Stefan [stefan] (Högskolan i Halmstad [2804], Akademin för informationsteknologi [16904], Halmstad Embedded and Intelligent Systems Research (EIS) [3938], Laboratoriet för intelligenta system [6703]);Prytz, Rune [runpry] [0000-0001-8255-1276] (Volvo Group Trucks Technology, Göteborg, Sweden)
 |Title=Ideas for Fault Detection Using Relation Discovery
 |PublicationType=Conference Paper
@@ Line 55: / Line 55: @@
 |CreatedDate=2012-05-24
 |PublicationDate=2012-05-25
-|LastUpdated=2013-10-28
+|LastUpdated=2015-02-12
 |diva=http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:528136}}
 <div style='display: none'>

Publications:Ideas for Fault Detection Using Relation Discovery - Revision history

Slawek at 20:39, 30 September 2016

Slawek at 19:46, 30 September 2016

SlawekBot: Created page with " == Do not edit this section == {{PublicationSetupTemplate|Author=Sławomir Nowaczyk, Stefan Byttner, Rune Prytz |PID=528136 |Name=Nowaczyk, ..."

SlawekBot: Created page with "
== Do not edit this section ==
{{PublicationSetupTemplate|Author=Sławomir Nowaczyk, Stefan Byttner, Rune Prytz |PID=528136 |Name=Nowaczyk, ..."