TY - GEN
T1 - Thermal model of permanent-magnet synchronous motor based on support vector machine and fuzzy modeling
AU - Zhang, Hongsheng
AU - Li, Yunze
AU - Zhou, Hang
AU - Wang, Shengnan
AU - Lu, Qi
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2015/9/2
Y1 - 2015/9/2
N2 - This paper presents a thermal model of a certain permanent-magnet synchronous motor over its entire operating range. An experimental setup was designed and a series of experiments have been conducted to obtain the thermal power of the motor on various speeds and torques according to the input-output measurement principle. A regression model of the thermal power was proposed based on the support vector machine algorithm, and a fuzzy inference model for the thermal power calculation was also established based on the T-S fuzzy inference system with the assistant of the operating characteristics of the permanent-magnet synchronous motor. Analysis and comparison of the thermal power results via the two models was developed, both of the two thermal models proposed could predict the thermal power of the PMSM with a high accuracy.
AB - This paper presents a thermal model of a certain permanent-magnet synchronous motor over its entire operating range. An experimental setup was designed and a series of experiments have been conducted to obtain the thermal power of the motor on various speeds and torques according to the input-output measurement principle. A regression model of the thermal power was proposed based on the support vector machine algorithm, and a fuzzy inference model for the thermal power calculation was also established based on the T-S fuzzy inference system with the assistant of the operating characteristics of the permanent-magnet synchronous motor. Analysis and comparison of the thermal power results via the two models was developed, both of the two thermal models proposed could predict the thermal power of the PMSM with a high accuracy.
KW - Fuzzy inference system
KW - Permanent-Magnet Synchronous Motor
KW - Support vector machine
KW - Thermal model
UR - https://www.scopus.com/pages/publications/84955251176
U2 - 10.1109/ICMA.2015.7237554
DO - 10.1109/ICMA.2015.7237554
M3 - 会议稿件
AN - SCOPUS:84955251176
T3 - 2015 IEEE International Conference on Mechatronics and Automation, ICMA 2015
SP - 606
EP - 611
BT - 2015 IEEE International Conference on Mechatronics and Automation, ICMA 2015
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 12th IEEE International Conference on Mechatronics and Automation, ICMA 2015
Y2 - 2 August 2015 through 5 August 2015
ER -