DocumentCode :
3049323
Title :
Classification of sags according to their origin based on the waveform similarity
Author :
Melendez, J. ; Berjaga, X. ; Herraiz, S. ; Barrera, V. ; Sanchez, J. ; Castro, M.
Author_Institution :
eXiT Group in the Inst. of Inf. & Applic., Univ. of Girona, Girona
fYear :
2008
fDate :
13-15 Aug. 2008
Firstpage :
1
Lastpage :
6
Abstract :
A statistical method for classification of sags their origin downstream or upstream from the recording point is proposed in this work. The goal is to obtain a statistical model using the sag waveforms useful to characterise one type of sags and to discriminate them from the other type. This model is built on the basis of multi-way principal component analysis an later used to project the available registers in a new space with lower dimension. Thus, a case base of diagnosed sags is built in the projection space. Finally classification is done by comparing new sags against the existing in the case base. Similarity is defined in the projection space using a combination of distances to recover the nearest neighbours to the new sag. Finally the method assigns the origin of the new sag according to the origin of their neighbours.
Keywords :
fault diagnosis; power supply quality; principal component analysis; fault location; multi-way principal component analysis; power quality monitoring; statistical method; voltage sag classification; waveform similarity; Data mining; Fault location; Information management; Monitoring; Pattern classification; Power quality; Principal component analysis; Statistical analysis; Substations; Voltage fluctuations; Fault location; Power quality monitoring; Principal Component Analysis; pattern classification; voltage sag (dip);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Transmission and Distribution Conference and Exposition: Latin America, 2008 IEEE/PES
Conference_Location :
Bogota
Print_ISBN :
978-1-4244-2217-3
Electronic_ISBN :
978-1-4244-2218-0
Type :
conf
DOI :
10.1109/TDC-LA.2008.4641819
Filename :
4641819
Link To Document :
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