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A Thermal-Aware Digital Twin Model of Permanent Magnet Synchronous Motors (PMSM) Based on BP Neural Networks

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成果类型:
会议论文
作者:
Li, Heng;Zhu, Zeyu;He, Peinan;Yang, Yingze;Chen, Bin;...
通讯作者:
Yang, YZ
作者机构:
[Yang, Yingze; Peng, Jun; Li, Heng; Zhu, Zeyu; Huang, Zhiwu; He, Peinan] Cent South Univ, Sch Comp Sci & Engn, Changsha, Peoples R China.
[Chen, Bin] Changsha Univ Sci & Technol, Sch Comp Sci & Engn, Changsha, Peoples R China.
通讯机构:
[Yang, YZ ] C
Cent South Univ, Sch Comp Sci & Engn, Changsha, Peoples R China.
语种:
英文
关键词:
permanent magnet synchronous motors;digital twin;thermal-aware;BP neural network;whale optimization;algorithm
期刊:
2022 IEEE INTERNATIONAL CONFERENCE ON TRUST, SECURITY AND PRIVACY IN COMPUTING AND COMMUNICATIONS, TRUSTCOM
ISSN:
2324-898X
年:
2022
页码:
1099-1106
会议名称:
21st IEEE International Conference on Trust, Security and Privacy in Computing and Communications (IEEE TrustCom)
会议论文集名称:
IEEE International Conference on Trust Security and Privacy in Computing and Communications
会议时间:
DEC 09-11, 2022
会议地点:
Wuhan, PEOPLES R CHINA
会议主办单位:
[Li, Heng;Zhu, Zeyu;He, Peinan;Yang, Yingze;Peng, Jun;Huang, Zhiwu] Cent South Univ, Sch Comp Sci & Engn, Changsha, Peoples R China.^[Chen, Bin] Changsha Univ Sci & Technol, Sch Comp Sci & Engn, Changsha, Peoples R China.
出版地:
10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA
出版者:
IEEE COMPUTER SOC
ISBN:
978-1-6654-9425-0
基金类别:
General project of Hunan Natural Science Foundation of China [2021JJ30876]
机构署名:
本校为其他机构
摘要:
Estimating accurate torque and speed is critical to control the operation of permanent magnet synchronous motors (PMSM). But the temperature factors are usually neglected in existing studies, which degrades estimation accuracy. In this paper, a thermal-aware digital twin model is proposed for PMSM to estimate motor torque and speed with the motor temperature and d-q axis current and voltage. Firstly, the motor parameters related to torque and speed are extracted by the Spearman correlation coefficients. Moreover, the stator winding temperature is selected as the input feature. Secondly, a digi...

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