Article(id=1321491594574938593, tenantId=1146029695717560320, journalId=1146031654075715584, issueId=1321491493899055939, articleNumber=null, orderNo=null, doi=10.13234/j.issn.2095-2805.2025.8.82, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1722960000000, receivedDateStr=2024-08-07, revisedDate=1727884800000, revisedDateStr=2024-10-03, acceptedDate=1730563200000, acceptedDateStr=2024-11-03, onlineDate=1792997748272, onlineDateStr=2026-10-26, pubDate=1767024000000, pubDateStr=2025-12-30, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1792997748272, onlineIssueDateStr=2026-10-26, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1792997748272, creator=13701087609, updateTime=1792997748272, updator=13701087609, issue=Issue{id=1321491493899055939, tenantId=1146029695717560320, journalId=1146031654075715584, year='2025', volume='23', issue='8', pageStart='1', pageEnd='341', issueExtLink='null', onlineDate='null', pubDate='1767024000000', pubDateStr='2025-12-30', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1792997724270, creator='13701087609', updateTime=1792997964624, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1321492502109074426, tenantId=1146029695717560320, journalId=1146031654075715584, issueId=1321491493899055939, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1321492502109074427, tenantId=1146029695717560320, journalId=1146031654075715584, issueId=1321491493899055939, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=82, endPage=92, ext={EN=ArticleExt(id=1321491594805625314, articleId=1321491594574938593, tenantId=1146029695717560320, journalId=1146031654075715584, language=EN, title=Predictive Fault-tolerant Control Strategy Based on Model with Fixed Number of Calculations for MMC Converter without Redundant Submodules, columnId=1153024091842924578, journalTitle=Journal of Power Supply, columnName=AC-DC Converters, runingTitle=null, highlight=null, articleAbstract=

To address the challenges of a modular multilevel converter (MMC) without redundant submodules when using the traditional PI control method for fault-tolerant control, which include excessive control parameters, complex structure and slow dynamic responses, a model with a fixed number of calculations for implementing the fault-tolerant control by fault prediction is proposed. First, the AC current is optimized. Then, multi-objective optimization on the circulating current and the total voltage of submodule capacitors is performed, and the balance of submodule voltage is realized based on the direction and level difference of bridge arm current. With only eight times of rolling optimization, the optimal solution can be found under this strategy, significantly reducing the computational requirements. In addition, this algorithm not only can ensure that the MMC operates stably and has high-quality output under normal conditions, but also can maintain its stable operation when the submodule experiences an asymmetric fault. Simulation tests were completed in MATLAB/SIMULINK, and a five-level experimental platform was built to verify the simulation and test results.

, authors=Chengshun YANG¹, Chenxi ZHANG¹, Dezhi XU², Kunshan XU³, Binfeng ZHANG³, authorsList=Chengshun YANG, Chenxi ZHANG, Dezhi XU, Kunshan XU, Binfeng ZHANG, authorCompany=null, correspAuthors=Chenxi ZHANG, 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=1321491596747588069, articleId=1321491594574938593, tenantId=1146029695717560320, journalId=1146031654075715584, language=CN, title=基于无冗余子模块MMC变换器的固定计算次数模型预测容错控制策略, columnId=1167779204016906981, journalTitle=电源学报, columnName=AC-DC变换器, runingTitle=null, highlight=null, articleAbstract=

针对无冗余子模块的模块化多电平变换器MMC（modular multilevel converter）在使用传统PI控制方式实现容错控制时常见的控制参数过多、结构复杂及动态响应缓慢等问题，提出1种通过预测故障来进行容错控制的固定计算次数模型。首先优化交流侧电流，然后对环流及子模块电容的总电压进行多目标优化，并综合考虑桥臂电流方向和电平差值来实现子模块电压平衡。仅需进行8次滚动优化，该策略即可找到最优答案，显著减少了计算需求量。此外，该策略不但能确保MMC在正常情况下的稳定工作和高质量输出，而且即便子模块发生不对称故障，其仍能保持稳定运行。最后，在MATLAB/Simulink中完成了仿真测试，并搭建了五电平实验平台，进行了仿真和实验验证。

, authors=杨成顺¹, 张晨曦¹, 许德智中国电源学会会员², 徐坤山³, 张斌锋³, authorsList=杨成顺, 张晨曦, 许德智中国电源学会会员, 徐坤山, 张斌锋, authorCompany=null, correspAuthors=张晨曦, authorNote=, correspAuthorsNote=, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=PXy57CX7nebQ8cc8xWdCDw==, magXml=UF2TSuEgocKX1Q9P1UqZ0A==, pdfUrl=null, pdf=whvZLsYgXZNGnneXRvzW5w==, pdfFileSize=5749524, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=Frj1vw4/U7GuZxSGpOglNw==, mapNumber=null, fund=null)}, authors=[Author(id=1321491597229933040, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, orderNo=0, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=yangchengshun@126.com, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1321491597330596338, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, authorId=1321491597229933040, language=EN, stringName=Chengshun YANG, firstName=Chengshun, middleName=null, lastName=YANG, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=¹, address=^1.School of Electric Power Engineering, Nanjing Institute of Technology, Nanjing 211167, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1321491597422871027, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, authorId=1321491597229933040, language=CN, stringName=杨成顺, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=¹, address=^1.南京工程学院电力工程学院，南京　211167, bio={"content":"

杨成顺（1984—　），男，博士，教授。研究方向：新能源系统优化运行与先进控制方法。E-mail：yangchengshun@126.com。

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杨成顺（1984—　），男，博士，教授。研究方向：新能源系统优化运行与先进控制方法。E-mail：yangchengshun@126.com。

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许德智（1985—　），男，中国电源学会会员，博士，教授。研究方向：故障诊断和容错控制，电机控制，智能电网。E-mail：xudezhi@jiangnan.edu.cn。

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许德智（1985—　），男，中国电源学会会员，博士，教授。研究方向：故障诊断和容错控制，电机控制，智能电网。E-mail：xudezhi@jiangnan.edu.cn。

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徐坤山（1986—　），男，博士，讲师。研究方向：功率电子变换技术。E-mail：ksxu@njit.edu.cn。

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徐坤山（1986—　），男，博士，讲师。研究方向：功率电子变换技术。E-mail：ksxu@njit.edu.cn。

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张斌锋（1991—　），男，博士，讲师。研究方向：三相AC/DC功率变换技术，宽禁带器件驱动与应用。E-mail：bf_zhang@njit.edu.cn。

"}, bioImg=null, bioContent=

张斌锋（1991—　），男，博士，讲师。研究方向：三相AC/DC功率变换技术，宽禁带器件驱动与应用。E-mail：bf_zhang@njit.edu.cn。

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Qiu Yutao, Zhang Lei, Song Boyang, et al. Research on interconnection and damping assignment passivity-based control method for modular multilevel converters to coordinate power control and circulating current suppression[J]. Journal of Power Supply, 2024, 22(S1): 166-178. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1321491601097081365, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[2], rfOrder=1, authorNames=null, journalName=null, refType=null, unstructuredReference=余祖泳, 张振, 王毅, 等. 轻型化MMC子模块配置方法及其控制策略[J/OL]. 电源学报, 2023: 1-13. (2023-10-24) [2024-10-03]. https://kns.cnki.net/KCMS/detail/detail.aspx?filename=DYXB20231023003&dbname=CJFD&dbcode=CJFQ. Yu Zuyong, Zhang Zhen, Wang Yi, et al. Submodule configuration method and control strategy for MMC lightweight[J/OL]. Journal of Power Supply, 2023: 1-13. (2023-10-24) [2024-10-03]. https://kns.cnki.net/KCMS/detail/detail.aspx?filename=DYXB20231023003&dbname=CJFD&dbcode=CJFQ. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1321491601164190230, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[3], rfOrder=2, authorNames=null, journalName=null, refType=null, unstructuredReference=薛冬, 郭燚, 王灿. MMC逆向模型预测控制策略研究[J]. 电源学报, 2024, 22(S1): 59-68. Xue Dong, Guo Yi, Wang Can. Research on MMC reverse model predictive control strategy[J]. Journal of Power Supply, 2024, 22(S1): 59-68. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1321491601227104791, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[4], rfOrder=3, authorNames=null, journalName=null, refType=null, unstructuredReference=Hagiwara M, Nishimura K, Akagi H. A medium-voltage motor drive with a modular multilevel PWM inverter[J]. IEEE Transactions on Power Electronics, 2010, 25(7): 1786-1799., articleTitle=null, refAbstract=null), Reference(id=1321491601310990872, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[5], rfOrder=4, authorNames=null, journalName=null, refType=null, unstructuredReference=朱琴跃, 于逸尘, 占岩文, 等. 基于短时傅里叶变换和深度网络的模块化多电平换流器子模块IGBT开路故障诊断[J]. 电工技术学报, 2024, 39(12): 3840-3854. Zhu Qinyue, Yu Yichen, Zhan Yanwen, et al. IGBT open-circuit fault diagnosis of modular multilevel converter sub-module based on short-time Fourier trans-form and deep networks[J]. Transactions of China Electrotechnical Society, 2024, 39(12): 3840-3854. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1321491601407459865, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[6], rfOrder=5, authorNames=null, journalName=null, refType=null, unstructuredReference=潘子迅, 杨晓峰, 赵锐, 等. 不平衡电网下模块化多电平换流器的直流环流均衡策略[J]. 电工技术学报, 2024, 39(2): 541-553. Pan Zixun, Yang Xiaofeng, Zhao Rui, et al. DC circulating current balancing control of modular multilevel converter under unbalanced power grid[J]. Transactions of China Electrotechnical Society, 2024, 39(2): 541-553. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1321491601503928858, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[7], rfOrder=6, authorNames=null, journalName=null, refType=null, unstructuredReference=游仕洪, 周俊, 程华, 等. 用于不同线路拓扑高压直流电网高效互联的直流模块化多电平变换器设计[J]. 电源学报, 2025, 23(3): 245-256. You Shihong, Zhou Jun, Cheng Hua, et al. Design of DC modular multilevel converter for interconnection of HVDC networks with different line topologies[J]. Journal of Power Supply, 2025, 23(3): 245-256. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1321491601608786459, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[8], rfOrder=7, authorNames=null, journalName=null, refType=null, unstructuredReference=Ansari J A, Liu Chongru, Khan S A. MMC based MTDC grids: A detailed review on issues and challenges for operation, control and protection schemes[J]. IEEE Access, 2020, 8: 168154-168165., articleTitle=null, refAbstract=null), Reference(id=1321491601688478236, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[9], rfOrder=8, authorNames=null, journalName=null, refType=null, unstructuredReference=Hu Pengfei, Jiang Daozhuo, Zhou Yuebin, et al. Energy-balancing control strategy for modular multilevel converters under submodule fault conditions[J]. IEEE Transactions on Power Electronics, 2014, 29(9): 5021-5030., articleTitle=null, refAbstract=null), Reference(id=1321491601789141534, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[10], rfOrder=9, authorNames=null, journalName=null, refType=null, unstructuredReference=Soomro J B, Akhtar F, Hussain R, et al. A detailed review of MMC circuit topologies and modelling issues[J]. International Transactions on Electrical Energy Systems, 2022, 2022(1): 8734010., articleTitle=null, refAbstract=null), Reference(id=1321491601898193439, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[11], rfOrder=10, authorNames=null, journalName=null, refType=null, unstructuredReference=Ji Shiqi, Huang Xingxuan, Palmer J, et al. Modular multilevel converter (MMC) modeling considering sub-module voltage sensor noise[J]. IEEE Transactions on Power Electronics, 2021, 36(2): 1215-1219., articleTitle=null, refAbstract=null), Reference(id=1321491601961108000, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[12], rfOrder=11, authorNames=null, journalName=null, refType=null, unstructuredReference=Wang Can, Xu Jiexiong, Pan Xuewei, et al. Impedance modeling and analysis of series-connected modular multi-level converter (MMC) and its comparative study with conventional MMC for HVDC applications[J]. IEEE Transactions on Power Delivery, 2022, 37(4): 3270-3281., articleTitle=null, refAbstract=null), Reference(id=1321491602049188385, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[13], rfOrder=12, authorNames=null, journalName=null, refType=null, unstructuredReference=Steckler P B, Gauthier J Y, Lin-Shi X, et al. Differential flatness-based, full-order nonlinear control of a modular multilevel converter (MMC)[J]. IEEE Transactions on Control Systems Technology, 2022, 30(2): 547-557., articleTitle=null, refAbstract=null), Reference(id=1321491602137268770, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[14], rfOrder=13, authorNames=null, journalName=null, refType=null, unstructuredReference=Gong Zheng, Dai Peng, Yuan Xibo, et al. Design and experimental evaluation of fast model predictive control for modular multilevel converters[J]. IEEE Transactions on Industrial Electronics, 2016, 63(6): 3845-3856., articleTitle=null, refAbstract=null), Reference(id=1321491602208571939, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[15], rfOrder=14, authorNames=null, journalName=null, refType=null, unstructuredReference=Shetgaonkar A, Liu Le, Lekić A, et al. Model predictive control and protection of MMC-based MTDC power systems[J]. International Journal of Electrical Power & Energy Systems, 2023, 146: 108710., articleTitle=null, refAbstract=null), Reference(id=1321491602288263716, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[16], rfOrder=15, authorNames=null, journalName=null, refType=null, unstructuredReference=Liu Zhijie, Li Kejun, Guo Zhonglin, et al. A comprehensive study on the modulation ratio for modular multilevel converters[J]. IEEE Transactions on Industry Applications, 2022, 58(3): 3205-3216., articleTitle=null, refAbstract=null), Reference(id=1321491602372149797, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[17], rfOrder=16, authorNames=null, journalName=null, refType=null, unstructuredReference=Reddy G A, Shukla A. Circulating current optimization control of MMC[J]. IEEE Transactions on Industrial Electronics, 2021, 68(4): 2798-2811., articleTitle=null, refAbstract=null), Reference(id=1321491602456035878, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[18], rfOrder=17, authorNames=null, journalName=null, refType=null, unstructuredReference=Hong Lerong, Xu Qianming, He Zhixing, et al. Fault-tolerant oriented hierarchical control and configuration of modular multilevel converter for shipboard MVDC system[J]. IEEE Transactions on Industrial Informatics, 2019, 15(8): 4525-4535., articleTitle=null, refAbstract=null), Reference(id=1321491602548310567, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1321491594574938593, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[19], rfOrder=18, authorNames=null, journalName=null, refType=null, unstructuredReference=Arbugeri C A, Mussa S A, Heldwein M L. AC-AC modular multilevel converter: Hexverter[J]. 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