DocumentCode
2666475
Title
A Novel Control Method for DSTATCOM Using Artificial Neural Network
Author
Xiao-ping, Yang ; Yan-ru, Zhong ; Yan, WANG
Author_Institution
Inst. of Water Resources & Hydro-electr. Eng., Xi´´an Univ. of Technol.
Volume
3
fYear
2006
fDate
14-16 Aug. 2006
Firstpage
1
Lastpage
4
Abstract
In this paper, a new control method for distribution static compensator (DSTATCOM) using artificial neural networks (ANN) instead of the conventional direct controller is presented. A feedforward three-layer neural network is adopted to control the output compensating currents. This is accomplished by producing the appropriate switching patterns of the IGBTs. A backpropagation algorithm trains this network. A practical case with PSCAD/EMTDC is presented to check the proposed control performance. The simulation results show a better source current waveforms and a near unity power factor operation is achieved. This technique offers an alternative to the multi-pulse techniques that require complex magnetic circuit arrangements as well as to the conventional PI controller that the parameters are hard to determine
Keywords
backpropagation; control engineering computing; electric current control; feedforward neural nets; insulated gate bipolar transistors; neurocontrollers; power engineering computing; static VAr compensators; DSTATCOM; IGBT; PSCAD-EMTDC; backpropagation algorithm; compensating current control; distribution static compensator; feedforward artificial neural network control; multipulse techniques; switching patterns; unity power factor; Artificial neural networks; Backpropagation algorithms; Circuit simulation; EMTDC; Feedforward neural networks; Insulated gate bipolar transistors; Neural networks; PSCAD; Reactive power; STATCOM; Artificial Neural Network(ANN); Back propagation; DSTATCOM; PSCAD/ EMTDC; Simulation;
fLanguage
English
Publisher
ieee
Conference_Titel
Power Electronics and Motion Control Conference, 2006. IPEMC 2006. CES/IEEE 5th International
Conference_Location
Shanghai
Print_ISBN
1-4244-0448-7
Type
conf
DOI
10.1109/IPEMC.2006.4778294
Filename
4778294
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