DocumentCode
2499128
Title
Design of Kalman Filter for induction motor drive
Author
Singh, Karam ; Singh, Monika
Author_Institution
Dept. of Electr. Eng., Indian Inst. of Technol., Roorkee, Roorkee, India
fYear
2013
fDate
12-14 April 2013
Firstpage
1
Lastpage
6
Abstract
This paper compares the standard and extended versions of kalman filter for rotor flux estimation in a voltage source inverter fed vector controlled induction motor drive. The design method for the both versions of kalman filter is presented and shown. Only simulation results are presented in this paper. Methodology to create KF, EKF for online identification of induction motor parameters are also described in details. The Extended Kalman Filter can be used for combined state and parameter estimation by treating selected parameters as extra states and forming an augmented state vector. Depending on whether the original state space model is linear or not, the augmented model is nonlinear in multiplication of states. A fifth order augmented state space model is developed when the EKF is applied to the simultaneous estimation of states of stator and rotor d-q current and rotor d-q fluxes. Important conclusions, together with recommendations for observer selection.
Keywords
Kalman filters; induction motor drives; invertors; machine vector control; parameter estimation; rotors; stators; extended Kalman filter; fifth order augmented state space model; induction motor parameters; parameter estimation; rotor d-q current; rotor d-q flux; rotor flux estimation; vector controlled induction motor drive; voltage source inverter; Current measurement; Kalman filters; Mathematical model; Noise; Noise measurement; Rotors; Stators; Extended kalman filter; Gaussian noise; Induction motor parameters; Kalman filter; On-line estimation;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering and Systems (SCES), 2013 Students Conference on
Conference_Location
Allahabad
Print_ISBN
978-1-4673-5628-2
Type
conf
DOI
10.1109/SCES.2013.6547575
Filename
6547575
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