Title :
Speed Measurement Error Suppression for PMSM Control System Using Self-Adaption Kalman Observer
Author :
Tingna Shi ; Zheng Wang ; Changliang Xia
Author_Institution :
Sch. of Electr. Eng. & Autom., Tianjin Univ., Tianjin, China
Abstract :
This paper proposes a self-adaption Kalman observer (SAKO) used in a permanent-magnet synchronous motor (PMSM) servo system. The proposed SAKO can make up measurement noise of the absolute encoder with limited resolution ratio and avoid differentiating process and filter delay of the traditional speed measuring methods. To be different from the traditional Kalman observer, the proposed observer updates the gain matrix by calculating the measurement noise at the current time. The variable gain matrix is used to estimate and correct the observed position, speed, and load torque to solve the problem that the motor speed calculated by the traditional methods is prone to large speed error and time delay when PMSM runs at low speeds. The state variables observed by the proposed observer are used as the speed feedback signals and compensation signal of the load torque disturbance in PMSM servo system. The simulations and experiments prove that the SAKO can observe speed and load torque precisely and timely and that the feedforward and feedback control system of PMSM can improve the speed tracking ability.
Keywords :
Kalman filters; angular velocity control; angular velocity measurement; delay filters; feedback; feedforward; load regulation; machine control; noise measurement; observers; permanent magnet motors; servomechanisms; synchronous motors; torque control; PMSM control system; SAKO; feedforward control system; filter delay; load torque disturbance; noise measurement; permanent magnet synchronous motor servo system; self-adaption Kalman observer; speed feedback signal control system; speed measurement; speed measurement error suppression; speed tracking ability improvement; time delay; variable gain matrix; Digital signal processing; Kalman filters; Noise; Noise measurement; Observers; Position measurement; Rotors; Feedforward control; Kalman observer; Kalman observer (KO); Permanent magnet synchronous motor; feed-forward control; measurement noise; permanent-magnet synchronous motor (PMSM); speed estimation;
Journal_Title :
Industrial Electronics, IEEE Transactions on
DOI :
10.1109/TIE.2014.2364989