DocumentCode :
73884
Title :
Implementation of distribution static compensator for power quality enhancement using learning vector quantisation
Author :
Arya, Sabha Raj ; Singh, Bawa
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol. Delhi, New Delhi, India
Volume :
7
Issue :
11
fYear :
2013
fDate :
Nov-13
Firstpage :
1244
Lastpage :
1252
Abstract :
An implementation of a three-phase distribution static compensator (DSTATCOM) using learning vector quantisation (LVQ) control algorithm is presented for compensation of loads in a distribution system. The DSTATCOM is used for harmonics elimination, load balancing and reactive power compensation with self-supporting dc bus in distribution system. The LVQ-based control algorithm is used for extraction of fundamental weighted values of active and reactive power components of load currents which are required for estimation of reference supply currents. It is based on a double supervisory system where each weighted vector is modified by input weights. The input weights are trained outputs of the first stage learning weights. It is needed for accurate estimation of compensation currents from the voltage source converter (VSC) used in DSTATCOM. A prototype of the VSC-based DSTATCOM is developed using a digital signal processor to validate the proposed control approach and its performance is studied under a steady state and dynamic conditions. The performance of the DSTATCOM is found satisfactory with the proposed control algorithm under linear and non-linear loads which are commonly used in the distribution system. The dc bus voltage of the VSC of DSTATCOM has a negligible effect on varying loads.
Keywords :
learning (artificial intelligence); power engineering computing; power supply quality; reactive power; static VAr compensators; DSTATCOM; LVQ control algorithm; LVQ-based control algorithm; VSC-based DSTATCOM; active power components; control approach; dc bus voltage; digital signal processor; distribution static compensator; distribution system; double supervisory system; dynamic conditions; fundamental weighted values extraction; harmonics elimination; learning vector quantisation; load balancing; load compensation; load currents; power quality enhancement; reactive power compensation; reactive power components; reference supply currents; self-supporting dc bus; steady state conditions; three-phase distribution static compensator; voltage source converter;
fLanguage :
English
Journal_Title :
Generation, Transmission & Distribution, IET
Publisher :
iet
ISSN :
1751-8687
Type :
jour
DOI :
10.1049/iet-gtd.2012.0689
Filename :
6650297
Link To Document :
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