Title :
A hybrid method for sag source location in power network
Author :
Khosravi, Abbas ; Melendez, Joaquim ; Colomer, Joan ; Sanchez, Jorge
Author_Institution :
Comp. Sci. & Autom. Control Univ. of Girona, Girona
Abstract :
The work presented in this paper belongs to the power quality knowledge area and deals with the voltage sags in power transmission and distribution systems. Propagating throughout the power network, voltage sags can cause plenty of problems for domestic and industrial loads that can financially cost a lot. To impose penalties to responsible party and to improve monitoring and mitigation strategies, sags must be located in the power network. With such a worthwhile objective, this paper comes up with a new method for associating a sag waveform with its origin in transmission and distribution networks. It solves this problem through developing hybrid methods which hire multiway principal component analysis (MPCA) as a dimension reduction tool. MPCA reexpresses sag waveforms in a new subspace just in a few scores. We train some well-known classifiers with these scores and exploit them for classification of future sags. The capabilities of the proposed method for dimension reduction and classification are examined using the real data gathered from three substations in Catalonia, Spain. The obtained classification rates certify the goodness and powerfulness of the developed hybrid methods as brand-new tools for sag classification.
Keywords :
distribution networks; monitoring; power engineering computing; power supply quality; power transmission; principal component analysis; substations; Catalonia; Spain; classifier training; distribution systems; monitoring; multiway principal component analysis; power network; power quality; power transmission; substations; voltage sag source location; Automatic voltage control; Costs; Monitoring; Position measurement; Power quality; Power system reliability; Power transmission; Principal component analysis; Substations; Voltage fluctuations;
Conference_Titel :
Electrical Power Quality and Utilisation, 2007. EPQU 2007. 9th International Conference on
Conference_Location :
Barcelona
Print_ISBN :
978-84-690-9441-9
Electronic_ISBN :
978-84-690-9441-9
DOI :
10.1109/EPQU.2007.4424087