DocumentCode :
151711
Title :
Analysis of the effects of load model on a single phase fault locator based on support vector machines
Author :
Agudelo-Caro, J. ; Gil-Gonzalez, W. ; Escobar-Zuluaga, A. ; Mora-Florez, Juan
Author_Institution :
Dept. of Electr. Eng., Univ. Tecnol. de Pereira, Pereira, Colombia
fYear :
2014
fDate :
10-13 Sept. 2014
Firstpage :
1
Lastpage :
5
Abstract :
This paper presents an analysis of the performance of a fault locator based on support vector machines (SVM) for power distribution system, using different load models. Four load models are considered. SVM is training four times using one load model each time and was validated for all of the proposed load models. The proposed methodology is tested in a standard IEEE 34-bus power distribution system, which is subdivided into 11 zones, considering a database of 66420 of single-phase different conditions. This analysis shows that load model variation in validation, greatly affects the fault locator performance.
Keywords :
fault location; power distribution faults; power distribution reliability; power engineering computing; support vector machines; SVM; load model variation; single-phase fault locator; standard IEEE 34-bus power distribution system; support vector machines; Data models; Databases; Load management; Load modeling; Power distribution; Support vector machines; Training; fault locator; load model; power distribution systems; support vector machines;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Transmission & Distribution Conference and Exposition - Latin America (PES T&D-LA), 2014 IEEE PES
Conference_Location :
Medellin
Print_ISBN :
978-1-4799-6250-1
Type :
conf
DOI :
10.1109/TDC-LA.2014.6955210
Filename :
6955210
Link To Document :
بازگشت