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Performance Tests of a Support Vector Machine used for Classification of Voltage Disturbances

Axelberg, Peter G.V. (author)
Högskolan i Borås,Institutionen Ingenjörshögskolan,[external],Chalmers tekniska högskola,Chalmers University of Technology
Gu, Irene Yu-Hua, 1953 (author)
Chalmers tekniska högskola,Chalmers University of Technology
Bollen, Math H.J. (author)
 (creator_code:org_t)
2006
2006
English.
In: in proc. of 12th International conf. on Harmonics and Quality of Power (ICHQP 2006), Cascais, Portugal, Oct.1-5, 2006.
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • This paper proposes a novel method for classifying voltage disturbances in electric power systems by using the Support Vector Machine (SVM) method. The proposed SVM classifier is designed to classify five common types of voltage disturbances and experiments have been conducted on recorded disturbances with good classification results. The proposed SVM classifier is also shown to be robust in terms of using training data and testing data that originate from two different power networks.

Subject headings

TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Signalbehandling (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Signal Processing (hsv//eng)
TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Annan elektroteknik och elektronik (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Other Electrical Engineering, Electronic Engineering, Information Engineering (hsv//eng)

Keyword

Power distribution
power quality
statistical learning theory
support vector machine
event classification
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