DocumentCode :
985864
Title :
Multiple harmonic source detection and equipment identification with cascade correlation network
Author :
Lin, Whei-Min ; Lin, Chia-Hung ; Tu, Keng-Pang ; Wu, Chien-Hsien
Author_Institution :
Dept. of Electr. Eng., Nat. Sun Yat-Sen Univ., Kaohsiung, Taiwan
Volume :
20
Issue :
3
fYear :
2005
fDate :
7/1/2005 12:00:00 AM
Firstpage :
2166
Lastpage :
2173
Abstract :
This paper presents the design of a harmonic source detection system with a cascade correlation network (CCN). Current-injection-based harmonic power flow was used to calculate bus voltages and total harmonic distortion (THD). THD of voltages is used as indices for meter placement in the power network. At metering buses, it shows that the harmonic components of voltages under various loads would form particular patterns in the frequency domain, and can be used to create training examples for CCN. Good meter planning is helpful to reduce the number of meters and training examples. With an IEEE 14-bus power system, computer simulations were conducted to show the effectiveness of the proposed system.
Keywords :
cascade networks; harmonic distortion; power system harmonics; THD; cascade correlation network; current-injection-based harmonic power flow; equipment identification; multiple harmonic source detection; total harmonic distortion; Artificial neural networks; Computer simulation; Distortion measurement; Harmonic distortion; Power harmonic filters; Power system harmonics; Power system planning; Power system simulation; Total harmonic distortion; Voltage; Cascade correlation network (CCN); harmonic source detection; total harmonic distortion (THD);
fLanguage :
English
Journal_Title :
Power Delivery, IEEE Transactions on
Publisher :
ieee
ISSN :
0885-8977
Type :
jour
DOI :
10.1109/TPWRD.2004.843462
Filename :
1458894
Link To Document :
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