Title :
Active Input Line Current Shaping using Support Vector Machines
Author :
Seijas, César ; Caralli, Antonino ; Villazana, Sergio ; Carpentiero, Enzo
Author_Institution :
Dept. of Electron. & Commun., Carabobo Univ., Valencia
Abstract :
A strategy to minimize the harmonics injection to the mains, generated by static converters and further correcting power factor is adding to the converter an active current waveform shaper block based in a step-up dc-dc converter; the typical control scheme shows the disadvantage of being highly no-linear. In this paper is described an alternative control scheme based in "support vector machines" (SVM). SVM are algorithms of emergent computation that have demonstrated an excellent acting in classification and regression applications. This study case showed the correct performance and interesting results as control block, for the case of a full-bridge, single-phase rectifier under computer simulation
Keywords :
DC-DC power convertors; machine control; power conversion harmonics; power engineering computing; power factor correction; rectifiers; support vector machines; SVM; active current waveform shaper block; active input line current shaping; computer simulation; correcting power factor; full-bridge rectifier; minimize harmonics injection; single-phase rectifier; static converters; step-up dc-dc converter; support vector machines; Application software; DC-DC power converters; Power generation; Power system harmonics; Reactive power; Rectifiers; Shape control; Static power converters; Support vector machine classification; Support vector machines;
Conference_Titel :
Devices, Circuits and Systems, Proceedings of the 6th International Caribbean Conference on
Conference_Location :
Playa del Carmen
Print_ISBN :
1-4244-0041-4
Electronic_ISBN :
1-4244-0042-2
DOI :
10.1109/ICCDCS.2006.250865