DocumentCode :
108713
Title :
Reconfigurable instrument for neural-networkbased power-quality monitoring in 3-phase power systems
Author :
Valtierra-Rodriguez, M. ; de J Romero-Troncoso, Rene ; Garcia-Perez, A. ; Granados-Lieberman, David ; Osornio-Rios, R.A.
Author_Institution :
Fac. de Ing., Univ. Autonoma de Queretaro, San Juan del Rio, Mexico
Volume :
7
Issue :
12
fYear :
2013
fDate :
Dec-13
Firstpage :
1498
Lastpage :
1507
Abstract :
From voltage and current signals it is possible to obtain relevant information for solving some problems in several industrial and scientific applications as power quality (PQ) monitoring, monitoring and diagnosis of electrical machines, electric systems protection and control. At present, the PQ monitoring, measure through a set of PQ indices (PQI), is an important topic for the industrial sector since a poor PQ, characterised by the presence of harmonics in the power line, produces irregular or wrong operation of protection systems, excessive neutral currents in 3-phase four-wire systems, overheating of motors, transformers, capacitor banks and wiring in general. The PQI calculation is performed by many techniques proposed in the literature; however, they do not have either good performance for transient signals or the requirements for satisfying the power standards. This work proposes the assessment of the PQI-based in neural networks for transient or stationary signals in 3-phase power systems without losing the power standard requirements. Besides, this work contributes to the industrial application field by allowing the continuous and online monitoring of the PQI thanks to the field programmable gate array implementation of the proposed methodology.
Keywords :
field programmable gate arrays; neural nets; power engineering computing; power supply quality; power system harmonics; 3-phase four-wire systems; 3-phase power systems; PQ indices; PQ monitoring; PQI calculation; capacitor banks; continuous monitoring; current signal; electric system control; electric system protection; electrical machine diagnosis; electrical machine monitoring; field programmable gate array implementation; motor overheating; neural network-based power quality monitoring; neutral currents; online monitoring; power line harmonics; stationary signal; transformers; transient signal; transient signals; voltage signal; wiring;
fLanguage :
English
Journal_Title :
Generation, Transmission & Distribution, IET
Publisher :
iet
ISSN :
1751-8687
Type :
jour
DOI :
10.1049/iet-gtd.2012.0589
Filename :
6674172
Link To Document :
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