Title :
Sensorless control of an automated guided vehicle based on extended Kalman filter observer
Author :
Basci, Abdullah ; Soysal, Birol ; Derdiyok, Adnan
Author_Institution :
Elektrik - Elektron. Muhendisligi Bolumu, Ataturk Univ., Erzurum, Turkey
Abstract :
In this paper, sensorless velocity and direction angle control of an automated guided vehicle (AGV) is performed by using extended Kalman filter (EKF) observer. The speed information of each motor is estimated by using armature current data measured from dc motor and command voltages applied to motors. The command voltages are used rather than the measured ones therefore only current sensors are needed. The estimated speeds are used to estimate velocity and direction angle of vehicle. The observed velocity and direction angle are used in the closed loop instead of measured ones for sensorless control of AGV. The experimental results show that the EKF observer can perfectly be implemented for sensorless control without using mechanical sensor.
Keywords :
DC motors; Kalman filters; angular velocity control; automatic guided vehicles; closed loop systems; nonlinear filters; observers; sensorless machine control; AGV; DC motor; EKF observer; armature current data; automated guided vehicle; closed loop system; command voltages; direction angle estimation; extended Kalman filter observer; motor speed information estimation; sensorless direction angle control; sensorless velocity control; velocity estimation; Current measurement; DC motors; Kalman filters; Observers; Sensorless control; Vehicles; Voltage measurement; Kalman filter; Sensorless control; path tracking; vehicle system;
Conference_Titel :
Signal Processing and Communications Applications Conference (SIU), 2015 23th
Conference_Location :
Malatya
DOI :
10.1109/SIU.2015.7130437