DocumentCode :
1571903
Title :
Harmonic current estimation using mutual information based Independent Component Analysis
Author :
Chamarthi, R.K. ; Sriramachandiran, S. ; Hariharan, Balaji ; Sivaramakrishnan, H. ; Supriya, P.
Author_Institution :
Dept. of Electical & Electron. Eng., Amrita Vishwa Vidyapeetham, Coimbatore, India
fYear :
2012
Firstpage :
1
Lastpage :
4
Abstract :
Harmonic analysis is an integral part of system planning, design and operation of power systems. Harmonic voltage and current measurements require synchronized measurements which are complicated and more expensive than ordinary measurements. Generally a large number of measurements are required to estimate the harmonic sources using Harmonic State Estimation techniques. In this work, the harmonic current profile in the power system is estimated using minimal information on the power system structure. A blind signal processing technique using Independent Component Analysis based on basic neural network is applied for the detection of harmonic components generated by nonlinear current loads. The harmonic current estimation is carried out on a five bus system and the results obtained in simulation are transported to the embedded platform .NET Micro framework board.
Keywords :
blind source separation; electric current measurement; harmonic distortion; harmonics suppression; independent component analysis; neural nets; power engineering computing; power system state estimation; voltage measurement; .NET Micro framework; blind signal processing; current measurement; harmonic component detection; harmonic current estimation; harmonic current profile; harmonic state estimation; harmonic voltage measurement; independent component analysis; mutual information; neural network; nonlinear current loads; power system design; power system operation; power system structure; synchronized measurement; system planning; Algorithm design and analysis; Estimation; Harmonic analysis; Mutual information; Neural networks; Power system harmonics; Signal processing algorithms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Power India Conference, 2012 IEEE Fifth
Conference_Location :
Murthal
Print_ISBN :
978-1-4673-0763-5
Type :
conf
DOI :
10.1109/PowerI.2012.6479582
Filename :
6479582
Link To Document :
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