Difference between revisions of "Publications:Bayesian Network Representation of Meaningful Patterns in Electricity Distribution Grids"
(Created page with "<div style='display: none'> == Do not edit this section == </div> {{PublicationSetupTemplate|PID=950978 |Name=Mashad Nemati, Hassan [hasmas] [0000-0002-5863-0748] (Högskolan ...") |
|||
| Line 2: | Line 2: | ||
== Do not edit this section == | == Do not edit this section == | ||
</div> | </div> | ||
| − | {{PublicationSetupTemplate|PID=950978 | + | {{PublicationSetupTemplate|Author=Hassan Mashad Nemati, Anita Sant'Anna, Sławomir Nowaczyk |
| − | |Name=Mashad Nemati, Hassan | + | |PID=950978 |
| + | |Name=Mashad Nemati, Hassan (hasmas) (0000-0002-5863-0748) (Högskolan i Halmstad (2804), Akademin för informationsteknologi (16904), Halmstad Embedded and Intelligent Systems Research (EIS) (3938), CAISR Centrum för tillämpade intelligenta system (IS-lab) (13650));Sant´Anna, Anita (anisan) (0000-0002-3495-2961) (Högskolan i Halmstad (2804), Akademin för informationsteknologi (16904), Halmstad Embedded and Intelligent Systems Research (EIS) (3938), CAISR Centrum för tillämpade intelligenta system (IS-lab) (13650));Nowaczyk, Sławomir (slanow) (0000-0002-7796-5201) (Högskolan i Halmstad (2804), Akademin för informationsteknologi (16904), Halmstad Embedded and Intelligent Systems Research (EIS) (3938), CAISR Centrum för tillämpade intelligenta system (IS-lab) (13650)) | ||
|Title=Bayesian Network Representation of Meaningful Patterns in Electricity Distribution Grids | |Title=Bayesian Network Representation of Meaningful Patterns in Electricity Distribution Grids | ||
|PublicationType=Conference Paper | |PublicationType=Conference Paper | ||
Latest revision as of 22:40, 30 September 2016
Property "Author" has a restricted application area and cannot be used as annotation property by a user. Property "Author" has a restricted application area and cannot be used as annotation property by a user. Property "Author" has a restricted application area and cannot be used as annotation property by a user.
| Title | Bayesian Network Representation of Meaningful Patterns in Electricity Distribution Grids |
|---|---|
| Author | |
| Year | 2016 |
| PublicationType | Conference Paper |
| Journal | |
| HostPublication | 2016 IEEE International Energy Conference (ENERGYCON) |
| Conference | 2016 IEEE International Energy Conference (ENERGYCON), 4-8 April, Leuven, Belgium, 4-8 april, 2016 |
| DOI | http://dx.doi.org/10.1109/ENERGYCON.2016.7513929 |
| Diva url | http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:950978 |
| Abstract | The diversity of components in electricity distribution grids makes it impossible, or at least very expensive, to deploy monitoring and fault diagnostics to every individual element. Therefore, power distribution companies are looking for cheap and reliable approaches that can help them to estimate the condition of their assets and to predict the when and where the faults may occur. In this paper we propose a simplified representation of failure patterns within historical faults database, which facilitates visualization of association rules using Bayesian Networks. Our approach is based on exploring the failure history and detecting correlations between different features available in those records. We show that a small subset of the most interesting rules is enough to obtain a good and sufficiently accurate approximation of the original dataset. A Bayesian Network created from those rules can serve as an easy to understand visualization of the most relevant failure patterns. In addition, by varying the threshold values of support and confidence that we consider interesting, we are able to control the tradeoff between accuracy of the model and its complexity in an intuitive way. © 2016 IEEE |
