Title :
Integration of dual intelligent algorithms in shunt active power filter
Author :
Rahman, N. F. A. Abdul ; Radzi, M.A.M. ; Mariun, N. ; Soh, Azura Che ; Rahim, N.A.
Author_Institution :
Fac. of Electr. Eng., Univ. Teknol. MARA, Shah Alam, Malaysia
Abstract :
This paper presents an integration of dual intelligent algorithms: artificial neural network (ANN) based fundamental component extraction algorithm and fuzzy logic based DC-link voltage self-charging algorithm (fuzzy self-charging algorithm), in a three-phase three-wire shunt active power filter (SAPF). The ANN and fuzzy logic are trained using the modified Widrow-Hoff (W-H) weight updating algorithm and fuzzy rules respectively. The controller has utilized both algorithms for producing its reference signals and consequently mitigating distorted source currents, improving system power factor (PF) and regulating the DC-link voltage. A 10kHz pulse-width modulation (PWM) switching algorithm is employed to generate the switching signals and therefore the distorted source currents are reshaped to be sinusoidal source current with low total harmonic distortion (THD) value and in phase with source voltages. The effectiveness of the proposed dual intelligent algorithms is verified using Matlab/Simulink.
Keywords :
PWM power convertors; fuzzy logic; harmonic distortion; neural nets; power engineering computing; power factor; power harmonic filters; wires (electric); ANN; DC-link voltage; Matlab-Simulink; SAPF; THD; Widrow-Hoff weight updating; artificial neural network; distorted source currents; dual intelligent algorithms; frequency 10 kHz; fuzzy logic; fuzzy rules; fuzzy self-charging; pulse-width modulation switching; reference signals; shunt active power filter; sinusoidal source current; system power factor; three-phase three-wire; total harmonic distortion; Algorithm design and analysis; Artificial neural networks; Harmonic analysis; Power harmonic filters; Reactive power; Voltage control; Artificial Neural Network (ANN); Shunt active power filter (SAPF); current harmonics; fuzzy logic and DC-link voltage regulation; harmonic extraction; reactive power compensation;
Conference_Titel :
Clean Energy and Technology (CEAT), 2013 IEEE Conference on
Conference_Location :
Lankgkawi
Print_ISBN :
978-1-4799-3237-5
DOI :
10.1109/CEAT.2013.6775637