Title :
Parameter Identification of PMSMs Using Experimental Measurements and a PSO Algorithm
Author :
Sandre-Hernandez, Omar ; Morales-Caporal, Roberto ; Rangel-Magdaleno, Jose ; Peregrina-Barreto, Hayde ; Hernandez-Perez, Julio Noel
Author_Institution :
Dept. of Electron., Nat. Inst. for Astrophys., Puebla, Mexico
Abstract :
This paper introduces a particle swarm optimization (PSO) algorithm that uses experimental measurements for the identification of the direct ($d$ ) and quadrature ($q$ ) stator inductances and the stator resistance of permanent-magnet synchronous machines (PMSMs). Strategies for the identification of stator resistance and flux linkage of permanent magnets are also presented. The developed PSO algorithm has the advantages of fast and stable convergence characteristics, and it is relatively easy to implement; moreover, neither voltage source inverters nor closed-loop control strategies are needed. In this paper, the experimental results obtained by PSO are compared with other ones obtained through a current decay test to demonstrate the effectiveness of the presented method. A 32-bit C2000 real-time microcontroller and a commercial surface-mounted PMSM have been used to carry out the experimental measurements.
Keywords :
electric resistance measurement; inductance measurement; invertors; magnetic flux; microcontrollers; parameter estimation; particle swarm optimisation; permanent magnet machines; stators; synchronous machines; C2000 real-time microcontroller; PSO algorithm; closed-loop control strategy; flux linkage identification; parameter identification; particle swarm optimization algorithm; permanent-magnet synchronous machine; stator inductance measurement; stator resistance measurement; surface-mounted PMSM; voltage source inverter; word length 32 bit; Convergence; Couplings; Current measurement; Resistance; Rotors; Stators; Voltage measurement; Current decay test (CDT); parameter identification; particle swarm optimization (PSO); permanent magnet synchronous machine (PMSM); permanent magnet synchronous machine (PMSM).;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
DOI :
10.1109/TIM.2015.2390958