Title :
Artificial Neural Network based Controller and Speed Estimation of Permanent Magnet Synchronous Motor
Author :
Gaur, Prerna ; Singh, Bhim ; Mittal, A.P.
Author_Institution :
Instrum. & Control Eng. Div., IEEE, Dwarka
Abstract :
In the present work an artificial neural network (ANN) based speed controller and speed estimator of PMSM (permanent magnet synchronous motor) drive is designed and simulated using SIMULINK under MATLAB and results are compared with conventional PI controller and observer based drive of PMSM. The performance of ANN based system is evaluated for various disturbances to substantiate the proposed control and estimation of the speed.
Keywords :
angular velocity control; fault diagnosis; machine control; neurocontrollers; observers; permanent magnet motors; synchronous motor drives; ANN based system; PI controller; PMSM drive; artificial neural network; permanent magnet synchronous motor; speed estimation; Artificial neural networks; Control systems; DC motors; Machine vector control; Mathematical model; Neural networks; Permanent magnet motors; Pi control; Proportional control; Torque; Artificial Intelligence; Artificial Neural Network; Model referencing adaptive system (MRAS); Permanent Magnet Synchronous Motor (PMSM);
Conference_Titel :
Power System Technology and IEEE Power India Conference, 2008. POWERCON 2008. Joint International Conference on
Conference_Location :
New Delhi
Print_ISBN :
978-1-4244-1763-6
Electronic_ISBN :
978-1-4244-1762-9
DOI :
10.1109/ICPST.2008.4745351
