Article(id=1322560567127159146, tenantId=1146029695717560320, journalId=1146031654075715584, issueId=1322560475263513295, articleNumber=null, orderNo=null, doi=10.13234/j.issn.2095-2805.2026.9.320, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1731600000000, receivedDateStr=2024-11-15, revisedDate=1739635200000, revisedDateStr=2025-02-16, acceptedDate=1741536000000, acceptedDateStr=2025-03-10, onlineDate=1793252611190, onlineDateStr=2026-10-29, pubDate=1790697600000, pubDateStr=2026-09-30, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1793252611190, onlineIssueDateStr=2026-10-29, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1793252611190, creator=13701087609, updateTime=1793252611190, updator=13701087609, issue=Issue{id=1322560475263513295, tenantId=1146029695717560320, journalId=1146031654075715584, year='2026', volume='24', issue='9', pageStart='1', pageEnd='370', issueExtLink='null', onlineDate='null', pubDate='1790697600000', pubDateStr='2026-09-30', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1793252589288, creator='13701087609', updateTime=1793252589288, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext=null, issueFiles=null, downloadFileDto=null}, startPage=320, endPage=330, ext={EN=ArticleExt(id=1322560567349457259, articleId=1322560567127159146, tenantId=1146029695717560320, journalId=1146031654075715584, language=EN, title=Deadbeat Predictive Control of PMSM Based on Improved Sliding Mode Observer, columnId=1321491666431751062, journalTitle=Journal of Power Supply, columnName=Motor Drives and Control, runingTitle=null, highlight=null, articleAbstract=

Aiming at the degradation of control system performance caused by model prediction errors due to parameter perturbation and model mismatch during the operation of permanent magnet synchronous motor (PMSM), a deadbeat predictive control method based on the improved sliding mode disturbance observer is proposed. First, aiming at the inherent chattering problem in sliding mode control, an adaptive hybrid reaching law for boundary layer based on sign function is designed to achieve smooth crossing at zero point. Then, fuzzy adaptive reasoning rules are designed to adjust the boundary layer width in real time to reduce the steady-state error, taking into account the rapidity of approaching sliding mode surface and chattering suppression, and the stability of the controller is proved. Finally, the feedforward compensation of the prediction model is carried out by using deadbeat current predictive control and fuzzy adaptive sliding mode disturbance observer to improve the robustness of the parameters. The experimental results show that this method can effectively compensate the parameter disturbance when the motor model parameters are mismatched, and the steady-state error is small and the dynamic performance is good.

, authors=Jingtao HUANG1, 2, Yanan WANG1, Yihao YANG1, Peng ZHANG3, authorsList=Jingtao HUANG, Yanan WANG, Yihao YANG, Peng ZHANG, authorCompany=null, correspAuthors=Jingtao HUANG, 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=1322560567672418668, articleId=1322560567127159146, tenantId=1146029695717560320, journalId=1146031654075715584, language=CN, title=基于改进滑模观测器的PMSM无差拍预测控制, columnId=1321491668273050520, journalTitle=电源学报, columnName=电机驱动与控制, runingTitle=null, highlight=null, articleAbstract=

针对永磁同步电机PMSM(permanent magnet synchronous motor)运行过程中,参数扰动、模型失配引发的模型预测误差造成的控制系统性能退化问题,提出了一种基于改进滑模扰动观测器的无差拍预测控制方法。首先,针对滑模控制中存在的固有抖振问题,设计了一种基于符号函数的边界层自适应混合趋近律,实现在零点处的平滑穿越;接着,通过设计模糊自适应推理规则实时调整边界层宽度,减小稳态误差,兼顾了趋近滑模面的快速性与抖振抑制,并证明了控制器的稳定性;最后,采用无差拍电流预测控制与模糊自适应滑模扰动观测器对预测模型进行前馈补偿,提高了参数鲁棒性。实验验证了在电机模型参数失配时,该方法不仅可以有效补偿参数扰动,而且稳态误差小,动态性能良好。

, authors=黄景涛中国电源学会高级会员1, 2, 王亚楠1, 杨毅豪1, 张鹏3, authorsList=黄景涛中国电源学会高级会员, 王亚楠, 杨毅豪, 张鹏, authorCompany=null, correspAuthors=黄景涛中国电源学会高级会员, authorNote=

王亚楠(2000— ),男,硕士研究生。研究方向:永磁同步电机高性能控制。E-mail:。

杨毅豪(1999— ),男,硕士研究生。研究方向:永磁同步电机控制。E-mail:。

张鹏(1986— ),男,硕士,正高级工程师。研究方向:电机高性能控制。Email:。

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黄景涛(1977— ),男,中国电源学会高级会员,通信作者,博士,教授。研究方向:新能源发电及电力电子技术。E-mail:。
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王亚楠(2000— ),男,硕士研究生。研究方向:永磁同步电机高性能控制。E-mail:。

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王亚楠(2000— ),男,硕士研究生。研究方向:永磁同步电机高性能控制。E-mail:。

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杨毅豪(1999— ),男,硕士研究生。研究方向:永磁同步电机控制。E-mail:。

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杨毅豪(1999— ),男,硕士研究生。研究方向:永磁同步电机控制。E-mail:。

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张鹏(1986— ),男,硕士,正高级工程师。研究方向:电机高性能控制。Email:。

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张鹏(1986— ),男,硕士,正高级工程师。研究方向:电机高性能控制。Email:。

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基于改进滑模观测器的PMSM无差拍预测控制
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黄景涛中国电源学会高级会员 1, 2 , 王亚楠 1 , 杨毅豪 1 , 张鹏 3
电源学报 | 电机驱动与控制 2026,24(9): 320-330
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电源学报 |电机驱动与控制 2026 , 24 (9) : 320 -330
基于改进滑模观测器的PMSM无差拍预测控制
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黄景涛中国电源学会高级会员1, 2 , 王亚楠1 , 杨毅豪1 , 张鹏3
作者信息
  • 1.河南科技大学信息工程学院,洛阳 471023
  • 2.河南省电力电子装置与系统工程研究中心,洛阳 471023
  • 3.中铁工程装备集团有限公司,郑州 450016
通讯作者:
黄景涛(1977— ),男,中国电源学会高级会员,通信作者,博士,教授。研究方向:新能源发电及电力电子技术。E-mail:。
作者简介:

王亚楠(2000— ),男,硕士研究生。研究方向:永磁同步电机高性能控制。E-mail:。

杨毅豪(1999— ),男,硕士研究生。研究方向:永磁同步电机控制。E-mail:。

张鹏(1986— ),男,硕士,正高级工程师。研究方向:电机高性能控制。Email:。

Deadbeat Predictive Control of PMSM Based on Improved Sliding Mode Observer
Jingtao HUANG Senior Member, CPSS1, 2 , Yanan WANG1 , Yihao YANG1 , Peng ZHANG3
Affiliations
  • 1.Information Engineering College, Henan University of Science and Technology, Luoyang 471023, China
  • 2.Henan Engineering Research Center of Power Electronics Devices and Systems, Luoyang 471023, China
  • 3.China Railway Engineering Equipment Group Co., Ltd., Zhengzhou 450016, China
出版时间: 2026-09-30 doi: 10.13234/j.issn.2095-2805.2026.9.320
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针对永磁同步电机PMSM(permanent magnet synchronous motor)运行过程中,参数扰动、模型失配引发的模型预测误差造成的控制系统性能退化问题,提出了一种基于改进滑模扰动观测器的无差拍预测控制方法。首先,针对滑模控制中存在的固有抖振问题,设计了一种基于符号函数的边界层自适应混合趋近律,实现在零点处的平滑穿越;接着,通过设计模糊自适应推理规则实时调整边界层宽度,减小稳态误差,兼顾了趋近滑模面的快速性与抖振抑制,并证明了控制器的稳定性;最后,采用无差拍电流预测控制与模糊自适应滑模扰动观测器对预测模型进行前馈补偿,提高了参数鲁棒性。实验验证了在电机模型参数失配时,该方法不仅可以有效补偿参数扰动,而且稳态误差小,动态性能良好。

永磁同步电机  /  模型预测  /  滑模扰动观测器  /  模糊自适应  /  混合趋近律

Aiming at the degradation of control system performance caused by model prediction errors due to parameter perturbation and model mismatch during the operation of permanent magnet synchronous motor (PMSM), a deadbeat predictive control method based on the improved sliding mode disturbance observer is proposed. First, aiming at the inherent chattering problem in sliding mode control, an adaptive hybrid reaching law for boundary layer based on sign function is designed to achieve smooth crossing at zero point. Then, fuzzy adaptive reasoning rules are designed to adjust the boundary layer width in real time to reduce the steady-state error, taking into account the rapidity of approaching sliding mode surface and chattering suppression, and the stability of the controller is proved. Finally, the feedforward compensation of the prediction model is carried out by using deadbeat current predictive control and fuzzy adaptive sliding mode disturbance observer to improve the robustness of the parameters. The experimental results show that this method can effectively compensate the parameter disturbance when the motor model parameters are mismatched, and the steady-state error is small and the dynamic performance is good.

Permanent magnet synchronous motor (PM SM)  /  model prediction  /  sliding mode disturbance observer  /  fuzzy adaptive  /  hybrid reaching law
黄景涛中国电源学会高级会员, 王亚楠, 杨毅豪, 张鹏. 基于改进滑模观测器的PMSM无差拍预测控制. 电源学报, 2026 , 24 (9) : 320 -330 . DOI: 10.13234/j.issn.2095-2805.2026.9.320
Jingtao HUANG, Yanan WANG, Yihao YANG, Peng ZHANG. Deadbeat Predictive Control of PMSM Based on Improved Sliding Mode Observer[J]. Journal of Power Supply, 2026 , 24 (9) : 320 -330 . DOI: 10.13234/j.issn.2095-2805.2026.9.320
  • 河南省科技攻关资助项目(262102241043)
  • 河南省科技研发计划联合基金资助项目(245200810017)
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2026年第24卷第9期
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doi: 10.13234/j.issn.2095-2805.2026.9.320
  • 接收时间:2024-11-15
  • 首发时间:2026-10-29
  • 出版时间:2026-09-30
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  • 收稿日期:2024-11-15
  • 修回日期:2025-02-16
  • 录用日期:2025-03-10
基金
Henan Province Science and Technology Research Project(262102241043)
河南省科技攻关资助项目(262102241043)
Henan Joint Fund for Science and Technology Research and Development Program(245200810017)
河南省科技研发计划联合基金资助项目(245200810017)
作者信息
    1.河南科技大学信息工程学院,洛阳 471023
    2.河南省电力电子装置与系统工程研究中心,洛阳 471023
    3.中铁工程装备集团有限公司,郑州 450016

通讯作者:

黄景涛(1977— ),男,中国电源学会高级会员,通信作者,博士,教授。研究方向:新能源发电及电力电子技术。E-mail:。
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https://castjournals.cast.org.cn/joweb/dyxb/CN/10.13234/j.issn.2095-2805.2026.9.320
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2种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
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占总种数比例
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属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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