Article(id=1322506900135072069, tenantId=1146029695717560320, journalId=1146031654075715584, issueId=1322506677417521478, articleNumber=null, orderNo=null, doi=10.13234/j.issn.2095-2805.2026.2.264, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1688400000000, receivedDateStr=2023-07-04, revisedDate=1693929600000, revisedDateStr=2023-09-06, acceptedDate=1694448000000, acceptedDateStr=2023-09-12, onlineDate=1793239815982, onlineDateStr=2026-10-29, pubDate=1772208000000, pubDateStr=2026-02-28, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1793239815982, onlineIssueDateStr=2026-10-29, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1793239815982, creator=13701087609, updateTime=1793239815982, updator=13701087609, issue=Issue{id=1322506677417521478, tenantId=1146029695717560320, journalId=1146031654075715584, year='2026', volume='24', issue='2', pageStart='1', pageEnd='342', issueExtLink='null', onlineDate='null', pubDate='1772208000000', pubDateStr='2026-02-28', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1793239762882, creator='13701087609', updateTime=1793239762882, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext=null, issueFiles=null, downloadFileDto=null}, startPage=264, endPage=273, ext={EN=ArticleExt(id=1322506901800210758, articleId=1322506900135072069, tenantId=1146029695717560320, journalId=1146031654075715584, language=EN, title=Torque Compensation Method for PMSM over Wide Temperature Range Based on Data-driven Model, columnId=1321491666431751062, journalTitle=Journal of Power Supply, columnName=Motor Drives and Control, runingTitle=null, highlight=null, articleAbstract=

In the drive system for a permanent magnet synchronous motor (PMSM) used in electric vehicles, optimization strategies such as maximum torque per ampere (MTPA) are often applied to optimize the motor’s operating efficiency. However, the optimization methods based on offline data look-up table and motor parameter identification are difficult to cope with the challenges of motor parameter saturation and permanent magnet temperature change at the same time. In this paper, a method of synchronous compensation of electromagnetic torque and optimal current angle based on data-driven model is proposed. First, a response surface model of flux linkage is established based on the multi-temperature offline data, and a wide-temperature torque model of the motor is obtained by combining the online status information with the offline model through the least square identification of flux linkage error parameters. Then, the electromagnetic torque compensation and online current angle optimization are realized based on this model. Finally, experimental results show that under the premise that the response speed of the proposed method is not inferior to that of the lookup table method, the novel method allows the PMSM to obtain better electromagnetic torque accuracy and torque per ampere over the wide temperature range.

, authors=Yuanjun BIAN1, 2, Xuhui WEN1, 2, Tao FAN1, 2, Hongyang LI2, Zhongyong LIU1, 2, authorsList=Yuanjun BIAN, Xuhui WEN, Tao FAN, Hongyang LI, Zhongyong LIU, authorCompany=null, correspAuthors=Xuhui WEN, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1322506902299332937, articleId=1322506900135072069, tenantId=1146029695717560320, journalId=1146031654075715584, language=CN, title=基于数据驱动模型的永磁同步电机宽温度范围转矩补偿方法, columnId=1321491668273050520, journalTitle=电源学报, columnName=电机驱动与控制, runingTitle=null, highlight=null, articleAbstract=

在电动汽车用永磁同步电机驱动系统中,常利用最大转矩电流比等策略实现电机运行效率优化。而基于离线数据查表和电机参数辨识等优化方法都难以同时应对电机参数饱和与永磁体温度变化的挑战。为此提出一种基于数据驱动模型的电磁转矩、最优电流角同步补偿方法。首先根据多温度离线数据建立关于磁链的响应面模型,通过对磁链偏差参数的最小二乘辨识将在线状态信息与离线模型相融合以获得电机的宽温度转矩模型。随后基于该模型实现电磁转矩补偿和最优电流角在线寻优。最后通过实验证实,在响应速度不逊于查表法的前提下,所提方法使永磁同步电机在宽温度范围内获得更好的电磁转矩精度和转矩电流比表现。

, authors=边元均1, 2, 温旭辉1, 2, 范涛1, 2, 李鸿扬2, 刘忠永1, 2, authorsList=边元均, 温旭辉, 范涛, 李鸿扬, 刘忠永, authorCompany=null, correspAuthors=温旭辉, authorNote=

边元均(1989— ),男,博士研究生。研究方向:永磁同步电机控制。E-mail:。

范涛(1981— ),男,博士,研究员。研究方向:高功率密度永磁电机及驱动系统。E-mail:。

李鸿扬(1991— ),男,博士,助理研究员。研究方向:永磁同步电机控制。E-mail:。

刘忠永(1995— ),男,博士研究生。研究方向:永磁同步电机控制。E-mail:。

, correspAuthorsNote=
温旭辉(1963— ),女,通信作者,博士,研究员。研究方向:高功率密度、极端环境条件的电机驱动与电力电子技术研究。E-mail:。
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边元均(1989— ),男,博士研究生。研究方向:永磁同步电机控制。E-mail:。

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边元均(1989— ),男,博士研究生。研究方向:永磁同步电机控制。E-mail:。

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范涛(1981— ),男,博士,研究员。研究方向:高功率密度永磁电机及驱动系统。E-mail:。

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范涛(1981— ),男,博士,研究员。研究方向:高功率密度永磁电机及驱动系统。E-mail:。

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李鸿扬(1991— ),男,博士,助理研究员。研究方向:永磁同步电机控制。E-mail:。

"}, bioImg=null, bioContent=

李鸿扬(1991— ),男,博士,助理研究员。研究方向:永磁同步电机控制。E-mail:。

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刘忠永(1995— ),男,博士研究生。研究方向:永磁同步电机控制。E-mail:。

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刘忠永(1995— ),男,博士研究生。研究方向:永磁同步电机控制。E-mail:。

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基于数据驱动模型的永磁同步电机宽温度范围转矩补偿方法
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边元均 1, 2 , 温旭辉 1, 2 , 范涛 1, 2 , 李鸿扬 2 , 刘忠永 1, 2
电源学报 | 电机驱动与控制 2026,24(2): 264-273
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电源学报 |电机驱动与控制 2026 , 24 (2) : 264 -273
基于数据驱动模型的永磁同步电机宽温度范围转矩补偿方法
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刘忠永(1995— ),男,博士研究生。研究方向:永磁同步电机控制。E-mail:。

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刘忠永(1995— ),男,博士研究生。研究方向:永磁同步电机控制。E-mail:。

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边元均1, 2 , 温旭辉1, 2 , 范涛1, 2 , 李鸿扬2 , 刘忠永1, 2
作者信息
  • 1.中国科学院大学,北京 100049
  • 2.中国科学院电工研究所,北京 100190
通讯作者:
温旭辉(1963— ),女,通信作者,博士,研究员。研究方向:高功率密度、极端环境条件的电机驱动与电力电子技术研究。E-mail:。
作者简介:

边元均(1989— ),男,博士研究生。研究方向:永磁同步电机控制。E-mail:。

范涛(1981— ),男,博士,研究员。研究方向:高功率密度永磁电机及驱动系统。E-mail:。

李鸿扬(1991— ),男,博士,助理研究员。研究方向:永磁同步电机控制。E-mail:。

刘忠永(1995— ),男,博士研究生。研究方向:永磁同步电机控制。E-mail:。

Torque Compensation Method for PMSM over Wide Temperature Range Based on Data-driven Model
Yuanjun BIAN1, 2 , Xuhui WEN1, 2 , Tao FAN1, 2 , Hongyang LI2 , Zhongyong LIU1, 2
Affiliations
  • 1.University of Chinese Academy of Sciences, Beijing 100049, China
  • 2.Institute of Electrical Engineering, Chinese Academy of Sciences, Beijing 100190, China
出版时间: 2026-02-28 doi: 10.13234/j.issn.2095-2805.2026.2.264
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在电动汽车用永磁同步电机驱动系统中,常利用最大转矩电流比等策略实现电机运行效率优化。而基于离线数据查表和电机参数辨识等优化方法都难以同时应对电机参数饱和与永磁体温度变化的挑战。为此提出一种基于数据驱动模型的电磁转矩、最优电流角同步补偿方法。首先根据多温度离线数据建立关于磁链的响应面模型,通过对磁链偏差参数的最小二乘辨识将在线状态信息与离线模型相融合以获得电机的宽温度转矩模型。随后基于该模型实现电磁转矩补偿和最优电流角在线寻优。最后通过实验证实,在响应速度不逊于查表法的前提下,所提方法使永磁同步电机在宽温度范围内获得更好的电磁转矩精度和转矩电流比表现。

永磁同步电机  /  参数辨识  /  最大转矩电流比  /  数据驱动模型  /  电磁转矩补偿

In the drive system for a permanent magnet synchronous motor (PMSM) used in electric vehicles, optimization strategies such as maximum torque per ampere (MTPA) are often applied to optimize the motor’s operating efficiency. However, the optimization methods based on offline data look-up table and motor parameter identification are difficult to cope with the challenges of motor parameter saturation and permanent magnet temperature change at the same time. In this paper, a method of synchronous compensation of electromagnetic torque and optimal current angle based on data-driven model is proposed. First, a response surface model of flux linkage is established based on the multi-temperature offline data, and a wide-temperature torque model of the motor is obtained by combining the online status information with the offline model through the least square identification of flux linkage error parameters. Then, the electromagnetic torque compensation and online current angle optimization are realized based on this model. Finally, experimental results show that under the premise that the response speed of the proposed method is not inferior to that of the lookup table method, the novel method allows the PMSM to obtain better electromagnetic torque accuracy and torque per ampere over the wide temperature range.

Permanent magnet synchronous motor (PMSM)  /  parameter identification  /  maximum torque per ampere  /  data-driven model  /  electromagnetic torque compensation
边元均, 温旭辉, 范涛, 李鸿扬, 刘忠永. 基于数据驱动模型的永磁同步电机宽温度范围转矩补偿方法. 电源学报, 2026 , 24 (2) : 264 -273 . DOI: 10.13234/j.issn.2095-2805.2026.2.264
Yuanjun BIAN, Xuhui WEN, Tao FAN, Hongyang LI, Zhongyong LIU. Torque Compensation Method for PMSM over Wide Temperature Range Based on Data-driven Model[J]. Journal of Power Supply, 2026 , 24 (2) : 264 -273 . DOI: 10.13234/j.issn.2095-2805.2026.2.264
  • 国家重点研发计划资助项目(2021YFB2500600)
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2026年第24卷第2期
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doi: 10.13234/j.issn.2095-2805.2026.2.264
  • 接收时间:2023-07-04
  • 首发时间:2026-10-29
  • 出版时间:2026-02-28
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  • 收稿日期:2023-07-04
  • 修回日期:2023-09-06
  • 录用日期:2023-09-12
基金
National Key R&D Program(2021YFB2500600)
国家重点研发计划资助项目(2021YFB2500600)
作者信息
    1.中国科学院大学,北京 100049
    2.中国科学院电工研究所,北京 100190

通讯作者:

温旭辉(1963— ),女,通信作者,博士,研究员。研究方向:高功率密度、极端环境条件的电机驱动与电力电子技术研究。E-mail:。
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