Title :
Direct torque control with ANN speed controller based on Kalman filter for PMSM
Author :
Hamidia, F. ; Boucherit, MS ; Larabi, A. ; Bouhedda, M.
Author_Institution :
Ecole Nat. Super. Polytech. d´´Alger, Algiers, Algeria
Abstract :
This paper presents the application of Artificial Neural Network (ANN) based on Kalman filter to replace PI speed controller for PMSM using direct torque control (DTC). Simulation results show that the proposed controller can provide better speed control performance than those obtained by the application of a conventional PI controller.
Keywords :
Kalman filters; angular velocity control; machine control; neurocontrollers; permanent magnet motors; synchronous motors; torque control; ANN speed controller; Kalman filter; artificial neural network; direct torque control; permanent magnet synchronous motor; Artificial neural networks; Inverters; Stators; Torque; Torque control; Vectors; Artificial Neural Network; DTC; Kalman filter; PMSM;
Conference_Titel :
Systems, Signals and Devices (SSD), 2012 9th International Multi-Conference on
Conference_Location :
Chemnitz
Print_ISBN :
978-1-4673-1590-6
Electronic_ISBN :
978-1-4673-1589-0
DOI :
10.1109/SSD.2012.6197956