Title :
Optimized FPGA-based Extended Kalman Filter application to an AC drive sensorless speed controller
Author :
Idkhajine, L. ; Monmasson, E.
Author_Institution :
SATIE, UCP, Cergy Pontoise, France
Abstract :
This paper presents a Field Programmable Gate Array (FPGA) based sensorless speed controller for a Synchronous Machine (SM). The implemented algorithm uses an Extended Kalman Filter (EKF) to estimate the rotor position and speed. Due to the intensive EKF treatment, the optimization of the algorithm complexity and the FPGA consumed resources has been achieved and the adopted optimization procedures have been discussed. Experimental results are provided in order to prop up the efficiency and the interest of using FPGAs in such application.
Keywords :
Kalman filters; angular velocity control; field programmable gate arrays; nonlinear filters; optimisation; power filters; sensorless machine control; synchronous motor drives; AC drive sensorless speed controller; FPGA-based extended Kalman filter application; field programmable gate array; optimization procedures; rotor position; synchronous machine; Automatic control; Computer architecture; Covariance matrix; Field programmable gate arrays; Hardware; Jacobian matrices; Sensorless control; Signal processing algorithms; Stators; Timing; EKF; FPGA; Sensorless control; Speed controller; Synchronous Machine;
Conference_Titel :
Power Electronics Electrical Drives Automation and Motion (SPEEDAM), 2010 International Symposium on
Conference_Location :
Pisa
Print_ISBN :
978-1-4244-4986-6
Electronic_ISBN :
978-1-4244-7919-1
DOI :
10.1109/SPEEDAM.2010.5545150