Neural Network Based Enhancement of Power Quality in Distribution System

被引：0

作者：

Nayar, Priya ^{[1
]}

Singh, Bhim ^{[1
]}

Mishra, Sukumar ^{[1
]}

机构：

[1] Indian Inst Technol, Dept Elect Engn, New Delhi 110016, India

来源：

2014 IEEE 6TH INDIA INTERNATIONAL CONFERENCE ON POWER ELECTRONICS (IICPE) | 2014年

关键词：

Power quality; DSTATCOM; ANN; PCC; power factor regulation;

D O I：

暂无

中图分类号：

TE [石油、天然气工业]; TK [能源与动力工程];

学科分类号：

0807 ; 0820 ;

摘要：

An application of artificial intelligence is presented in solving power quality problems using a distribution static compensator (DSTATCOM) in the distribution system involving lagging pf loads. A set of three nonlinear neurons is used to obtain the three phase compensating currents. Another set of three layered feed-forward neural network controls the compensating currents. The developed model works accurately under varying load conditions and provides good dynamic response to the step changes in the load currents. A real time performance is achieved using SIMULINKR/Sim-powersystem (SPS) toolboxes and simulated results adhere to the IEEE-519standard for improvement of power quality.

引用

页数：5

共 13 条

[1]

[Anonymous], 2006, FUNDAMENTALS NEURAL

[2]

[Anonymous], 1992, 5191992 IEEE

[3]

[Anonymous], 2010, Neural Networks and Learning Machines

[4]

[Anonymous], 2006, 2006 IEEE INT C IND, DOI DOI 10.1109/ICIT.2006.372413

[5]

Aziz M. M. Abdel, 2006, Proceedings of the 11th International Middle East Power Systems Conference - MEPCON 2006, P180

[6]

Bhim Singh, 2005, Sixth International Conference on Power Electronics and Drive Systems (IEEE Cat. No.05TH8824C), P920

[7] New power-quality assessment criteria for supply systems under unbalanced and nonsinusoidal conditions [J].

Dell'Aquila, A ;

Marinelli, M ;

Monopoli, VG ;

Zanchetta, P .

IEEE TRANSACTIONS ON POWER DELIVERY, 2004, 19 (03) :1284-1290

[8]

Ilango K., 2012, IEEE 5 INDIA INT C P, P1

[9] An Optimal PID Control Algorithm for Training Feedforward Neural Networks [J].

Jing, Xingjian ;

Cheng, Li .

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2013, 60 (06) :2273-2283

[10] Simulation Analysis of Time-frequency based on Waveform Detection Technique for Power Quality Application [J].

Kang, Shanlin ;

Zhang, Huanzhen ;

Kang, Yuzhe .

2010 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-5, 2010, :2529-+

← 1 2 →