A hybrid method for sag source location in power network


Autoria(s): Khosravi, Abbas; Meléndez i Frigola, Joaquim; Colomer Llinàs, Joan; Sánchez, Jorge
Data(s)

10/06/2010

Resumo

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

Identificador

http://hdl.handle.net/10256/2576

Idioma(s)

eng

Publicador

IEEE

Direitos

Tots els drets reservats

Palavras-Chave #Energia elèctrica -- Distribució -- Control de qualitat #Energia elèctrica -- Transmissió -- Control de qualitat #Errors de sistemes (Enginyeria) -- Localització #Xarxes elèctriques #Electric networks #Electric power distribution -- Quality control #Electric power transmission -- Quality control #System failures (Engineering) -- Location
Tipo

info:eu-repo/semantics/article