Estimation of Temperature Rise in Stator Winding and Rotor Magnet
of PMSM Based on EKF
Xiaoliang Jiang
1+
, Zhongying Zhang
1
, Pindong Sun
1
and Z.Q. Zhu
2
1
School of Electrical and Automation Engineering, Nanjing Normal University
Nanjing 210042, China
2
Department of Electronics and Electrical Engineering, University of Sheffield
Sheffield S1 3JD, UK
Abstract—This paper proposed an estimation approach of temperature rise in stator winding and rotor
magnet of a surfaced-mounted permanent magnet (PM) AC motor. By using the 3rd-order extended Kalman
filter (EKF) algorithm in rotating reference frame, stator winding resistance and rotor PM flux-linkage can be
estimated independently. After comparing the estimation results of resistance and flux-linkage to the rated
values measured at 20 respectively, the corresponding temperature rise in stator winding and rotor magnet ℃
can be calculated according to some certain rules. The proposed method was confirmed to be correct and
effective by the simulation results from MATLAB/SIMULINK.
Keywords-PMSM; extended Kalman filter; temperature rise estimation
1. Introduction
Thermal condition monitoring and analysis is quite important and necessary for motor, especially under
the circumstances of dynamic operation. Currently, several methods are able to fulfill the task[1-3]. Take the
thermal equivalent circuit for example, problems related to temperature field can be transferred to calculation
of thermal paths with lumped parameters through employing the thermal equivalent circuit organized by
simplified thermal source and thermal resistance. Despite of small duty of calculation and approximate
estimation of average temperature in iron core as well as winding, the estimation error is relatively large and it
is not capable of real-time implementation. In addition, some computational methods are once proposed, such
as FEM, equivalent thermal network, etc. However, those methods do not work until the internal structure of
motor is well known. Furthermore, it is complicated to establish and analyze the corresponding model.
Installation of thermistor or thermocouple during the manufacture process is another way to monitor dynamic
thermal environment of motor, which is normally just applied to estimate the temperature of stator. So, it is
difficult to measure the temperature of rotor directly. In the control system of AC PMSM, EKF is often
applied to identify position and speed of rotor as well as the variation of stator winding resistance and rotor
PM flux-linkage[4-8]. According to the relationship between winding resistance and temperature, the
variation of temperature in stator can be evaluated by the variation of winding resistance in certain scope.
Besides, the variation of PM flux-linkage also reflects the variation of temperature in rotor in terms of the
relationship curve between flux and termperature. Therefore, temperature of motor can be estimated and
observed without installing extra equipment or understanding motor structure well. Consequently, using EKF
+
Corresponding author.
E-mail address: jxlgyqf@163.com
2010 3rd International Conference on Computer and Electrical Engineering (ICCEE 2010)
IPCSIT vol. 53 (2012) © (2012) IACSIT Press, Singapore
DOI: 10.7763/IPCSIT.2012.V53.No.2.37