Title :
ANN (Adaline) Based Harmonic Compensation for Shunt Active Power Filter with Capacitor Voltage Based Predictive Technique
Author :
Bhattacharya, Avik ; Chakraborty, Chandan
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol. Kharagpur, Kharagpur
Abstract :
In this paper, a fast and simple technique to generate the current reference to compensate for the harmonics and reactive power in a shunt type active power filter (APF) is developed. A voltage source inverter (VSI) is operated in the current controlled mode for this purpose. For fast generation of the reference current in the APF, the dc link voltage of the VSI is always sensed and an initial estimate is derived through an ANN based PI controller. It has been observed that this method works fine for balanced load. Unbalance in load and also uncertainty/mismatch in the filter parameters, deteriorate the system performance. To overcome this drawback, an Adaline based technique is incorporated. Weights of Adaline are tuned to minimize the total harmonic distortion (THD) of the source current. Extensive simulations have confirmed the validity of the proposed scheme for all kinds of load (balanced and unbalanced) for a three phase three wire system.
Keywords :
active filters; invertors; neural nets; power harmonic filters; reference circuits; ANN; Adaline; PI controller; capacitor voltage based predictive technique; harmonic compensation; shunt active power filter; three phase three wire system; total harmonic distortion; voltage source inverter; Active filters; DC generators; Inverters; Power capacitors; Power generation; Power harmonic filters; Power system harmonics; Reactive power; Uncertainty; Voltage control; Adaline; Current control; Non linear load; Shunt Active Power Filter; THD; Voltage Source Inverter;
Conference_Titel :
Industrial and Information Systems, 2008. ICIIS 2008. IEEE Region 10 and the Third international Conference on
Conference_Location :
Kharagpur
Print_ISBN :
978-1-4244-2806-9
Electronic_ISBN :
978-1-4244-2806-9
DOI :
10.1109/ICIINFS.2008.4798495