IEEE Transactions on Energy Conversion · 2006 · 252 citations · 17 references
EngineeringElectrical EngineeringMechatronics EngineeringElectric MachinesMotor ControlPower ElectronicsDrive SystemsElectric DrivesElectric Motor Drive SystemsElectric Motor DrivesElectric MotorsState EstimationEstimation ErrorInterior Permanent Magnet Synchronous MachinesMotor Drive ControlMotor Parameter EstimationPermanent Magnet Synchronous MachinesPermanent Magnet Synchronous Motor DrivesPermanent Magnet Synchronous MotorsRobust Decoupling
This paper presents an adaptive self-tuning maximum torque per ampere (MTPA) vector controller for an interior permanent-magnet synchronous motor (IPMSM) drive system. The control scheme consists of a synchronous frame decoupling current controller, MTPA torque controller, and adaptive parameter estimator. The estimator is applied to the q-axis current dynamics as the d-axis inductance can be assumed to be constant without loss of accuracy. Since the q-axis current dynamics is being disturbed by the magnet's back-EMF voltage, the proposed estimator is combined with a robust active-state decoupling scheme to ensure unbiased parameter estimate. The robust decoupling scheme is realized by estimating the magnet's flux linkage by a simple adaptation algorithm based on the steepest descent method. The system's model is greatly simplified when the robust decoupling scheme is combined with the q-axis current dynamics. Relying on the simplified model, a natural adaptive observer is used to estimate the q-axis current. Unknown motor parameters are estimated by minimizing the state estimation error using an iterative gradient algorithm offered by the affine projection. The estimated parameters are used for the self-tuning control. Experimental results are presented to demonstrate the validity and usefulness of the online parameter estimation and control loop tuning technique
17
System identification—Theory for the user
Naresh K. Sinha · Automatica · 1989 · 9.2K citations
Adaptive filtering, prediction and control
Pétros Ioannou · Automatica · 1985 · 4.5K citations