DocumentCode :
2356401
Title :
Neural adaptive notch filter to harmonic detection
Author :
Pereira, R.R. ; Silva, C. H da ; Silva, L. E Borges da ; Lambert-Torres, G. ; Rossi, R.
Author_Institution :
Fed. Center of Technol. Educ. of Minas Gerais (CEFET-MG), Leopoldina, Brazil
fYear :
2011
fDate :
25-28 Sept. 2011
Firstpage :
1
Lastpage :
5
Abstract :
This paper presents the application of a neural adaptive notch filter for harmonic detection. The final objective of the strategy is improving the speed of convergence of the Neural Adaptive Filter and reduces the steady-state error. The Recursive Least Square (RLS) algorithm was used to adjust the coefficients. The new strategy proposed doesn´t use a Phased Looked Loop (PLL) to generate the orthogonal input signals for the neural adaptive notch filter. These two signals are generated with Clarke transformation of the load current and then the two orthogonal signals are filtered. With this, the total transient response drops below one cycle of the fundamental frequency (60Hz). Simulations using Matlab/Simulink are presented to clarify the algorithm. Also practical implementation is performed using the DSP Texas Instruments TMS320F2812 in a shunt active power filters (SAPF) and the results depicted.
Keywords :
notch filters; phase locked loops; power harmonic filters; power system harmonics; Clarke transformation; frequency 60 Hz; harmonic detection; neural adaptive notch filter; orthogonal input signals; phased looked loop; recursive least square; shunt active power filters; speed of convergence; steady state error; Active filters; Adaptive filters; Filtering algorithms; Harmonic analysis; Power filters; Power harmonic filters; Active filters; adaptive filters; harmonic distortion; neural networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent System Application to Power Systems (ISAP), 2011 16th International Conference on
Conference_Location :
Hersonissos
Print_ISBN :
978-1-4577-0807-7
Electronic_ISBN :
978-1-4577-0808-4
Type :
conf
DOI :
10.1109/ISAP.2011.6082248
Filename :
6082248
Link To Document :
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