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  4. Outlier detection methods for uncovering of critical events in historical phasor measurement records
 
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2018
Conference Paper
Title

Outlier detection methods for uncovering of critical events in historical phasor measurement records

Abstract
The scope of this survey is the uncovering of potential critical events from mixed PMU data sets. An unsupervised procedure is introduced with the use of different outlier detection methods. For that, different techniques for signal analysis are used to generate features in time and frequency domain as well as linear and non-linear dimension reduction techniques. That approach enables the exploration of critical grid dynamics in power systems without prior knowledge about existing failure patterns. Furthermore new failure patterns can be extracted for the creation of training data sets used for online detection algorithms.
Author(s)
Kummerow, Andre  
Nicolai, Steffen  
Bretschneider, Peter  
Mainwork
ICPRE 2018, 3rd International Conference on Power and Renewable Energy  
Conference
International Conference on Power and Renewable Energy (ICPRE) 2018  
Open Access
File(s)
Download (1.08 MB)
DOI
10.1051/e3sconf/20186408006
10.24406/publica-r-402468
Additional link
Full text
Language
English
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
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