Article(id=1322531530086400820, tenantId=1146029695717560320, journalId=1146031654075715584, issueId=1322531529172046652, articleNumber=null, orderNo=null, doi=10.13234/j.issn.2095-2805.2026.4.169, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1700409600000, receivedDateStr=2023-11-20, revisedDate=1704729600000, revisedDateStr=2024-01-09, acceptedDate=1704988800000, acceptedDateStr=2024-01-12, onlineDate=1793245688220, onlineDateStr=2026-10-29, pubDate=1777478400000, pubDateStr=2026-04-30, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1793245688220, onlineIssueDateStr=2026-10-29, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1793245688220, creator=13701087609, updateTime=1793245688220, updator=13701087609, issue=Issue{id=1322531529172046652, tenantId=1146029695717560320, journalId=1146031654075715584, year='2026', volume='24', issue='4', pageStart='1', pageEnd='352', issueExtLink='null', onlineDate='null', pubDate='1777478400000', pubDateStr='2026-04-30', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1793245688002, creator='13701087609', updateTime=1793245688002, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext=null, issueFiles=null, downloadFileDto=null}, startPage=169, endPage=177, ext={EN=ArticleExt(id=1322531530770072373, articleId=1322531530086400820, tenantId=1146029695717560320, journalId=1146031654075715584, language=EN, title=Research on Fault Diagnosis Method for Lithium-ion Battery Based on Variational Mode Decomposition and Random Forest, columnId=1321491614980223555, journalTitle=Journal of Power Supply, columnName=Renewable Energy Generation and Energy Storage, runingTitle=null, highlight=null, articleAbstract=

To ensure the safe operation of energy storage power stations and new energy vehicles, aimed at the thermal runaway phenomenon caused by internal short-circuit faults in lithium-ion batteries, a fault diagnosis method based on sparrow search algorithm optimized variational mode decomposition (SSA-VMD) and random forest (RF) algorithm is proposed. First, SSA is used to find the optimal parameter combination of VMD decomposition layer K and penalty factor α, and the internal short-circuit fault signal and normal signal of lithium-ion batteries are decomposed into multiple intrinsic mode functions (IMF). Second, the sample entropy value of each IMF is calculated as an eigenvector. Finally, the eigenvectors are input into the support vector machine (SVM) fault diagnosis model and the RF fault diagnosis model for fault diagnosis, respectively. Results show that the fault diagnosis rate of the SVM model is 66.667 0% and that of the RF model is 96.666 7%, indicating that the internal short-circuit fault in lithium-ion batteries is effectively identified.

, authors=Junrui WANG, Changjiang JI, Jin LI, Lu TAN, Xuqiang ZHU, authorsList=Junrui WANG, Changjiang JI, Jin LI, Lu TAN, Xuqiang ZHU, authorCompany=null, correspAuthors=Junrui WANG, 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=1322531531105616694, articleId=1322531530086400820, tenantId=1146029695717560320, journalId=1146031654075715584, language=CN, title=基于变分模态分解与随机森林的锂离子电池故障诊断方法研究, columnId=1321491615269630533, journalTitle=电源学报, columnName=新能源发电与储能, runingTitle=null, highlight=null, articleAbstract=

为保证储能电站和新能源汽车的安全运行，针对锂离子电池内短路故障引发的热失控现象，提出麻雀搜索算法优化变分模态分解SSA-VMD（sparrow search algorithm optimized variational mode decomposition）和随机森林RF（random forest）算法的故障诊断方法。首先通过SSA寻找VMD分解层数K和惩罚因子α的最优参数组合，将锂离子电池内短路故障信号与正常信号分解出多个模态分量IMF（intrinsic mode function）；其次，计算各IMF的样本熵值作为特征向量；最后将特征向量分别输入至支持向量机SVM（support vector machine）故障诊断模型与RF故障诊断模型中进行故障诊断。结果表明，SVM故障诊断率为66.667 0%、RF故障诊断率为96.666 7%，锂离子电池内短路故障得到了有效识别。

, authors=王君瑞, 季长江中国电源学会学生会员, 李进, 谭露, 朱旭强, authorsList=王君瑞, 季长江中国电源学会学生会员, 李进, 谭露, 朱旭强, authorCompany=null, correspAuthors=王君瑞, authorNote=, correspAuthorsNote=, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=lDCbe+dpwemgm5WkhVjREQ==, magXml=LIGWE8G4mu6UN/lCYBXVsA==, pdfUrl=null, pdf=PHIuoY0lkS8IIyWfsLVjRQ==, pdfFileSize=2541942, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=PwTJkwsM3G7hlbWO5GDIVQ==, mapNumber=null, fund=null)}, authors=[Author(id=1322531534616249147, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, orderNo=0, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=jr09110111@163.com, emailSecond=null, emailThird=null, correspondingAuthor=1, authorType=1, ext={EN=AuthorExt(id=1322531534683358013, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, authorId=1322531534616249147, language=EN, stringName=Junrui WANG, firstName=Junrui, middleName=null, lastName=WANG, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=School of Electrical and Information Engineering, North Minzu University, Yinchuan 750000, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1322531534750466878, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, authorId=1322531534616249147, language=CN, stringName=王君瑞, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=北方民族大学电气信息工程学院，银川　750000, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1322531532774949687, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, xref=null, ext=[AuthorCompanyExt(id=1322531532783338296, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, companyId=1322531532774949687, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=School of Electrical and Information Engineering, North Minzu University, Yinchuan 750000, China), AuthorCompanyExt(id=1322531532800115513, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, companyId=1322531532774949687, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=北方民族大学电气信息工程学院，银川　750000)])]), Author(id=1322531534817575744, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, orderNo=1, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=j18831402576@163.com, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1322531534893073218, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, authorId=1322531534817575744, language=EN, stringName=Changjiang JI, firstName=Changjiang, middleName=null, lastName=JI, prefix=null, suffix=Student Member, CPSS, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=School of Electrical and Information Engineering, North Minzu University, Yinchuan 750000, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1322531534951793475, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, authorId=1322531534817575744, language=CN, stringName=季长江中国电源学会学生会员, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=北方民族大学电气信息工程学院，银川　750000, bio={"content":"

季长江（1998—　），男，中国电源学会学生会员，硕士研究生。研究方向：锂离子电池安全管理。E-mail：j18831402576@163.com。

"}, bioImg=null, bioContent=

季长江（1998—　），男，中国电源学会学生会员，硕士研究生。研究方向：锂离子电池安全管理。E-mail：j18831402576@163.com。

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李进（1998—　），男，硕士研究生。研究方向：锂离子电池SOC估算。E-mail：l18726742621@163.com。

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李进（1998—　），男，硕士研究生。研究方向：锂离子电池SOC估算。E-mail：l18726742621@163.com。

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谭露（1999—　），男，硕士研究生。研究方向：新能源与电力电子技术。E-mail：3132318365@qq.com。

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谭露（1999—　），男，硕士研究生。研究方向：新能源与电力电子技术。E-mail：3132318365@qq.com。

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朱旭强（1998—　），男，硕士研究生。研究方向：新能源与电力电子技术。E-mail：13419705643@163.com。

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朱旭强（1998—　），男，硕士研究生。研究方向：新能源与电力电子技术。E-mail：13419705643@163.com。

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Zhao Qinfeng, Cai Yanping, Wang Xinjun. Remaining useful life prediction for full life cycle of lithium-ion battery[J]. Journal of Power Supply, 2024, 22(2): 197-204. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1322531538663752548, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, 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=孙静, 翟千淳. 基于融合特征和OOA-BiGRU的锂离子电池剩余使用寿命预测方法[J]. 电工技术学报, 2025, 40(9): 2996-3012. Sun Jing, Zhai Qianchun. A novel remaining useful life prediction method based on fusion feature and OOA-BiGRU for lithium-ion batteries[J]. Transactions of China Electrotechnical Society, 2025, 40(9): 2996-3012. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1322531538730861413, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, 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=张闯, 王泽山, 刘素贞, 等. 基于电化学阻抗谱的锂离子电池过放电诱发内短路的检测方法[J]. 电工技术学报, 2023, 38(23): 6279-6291, 6344. Zhang Chuang, Wang Zeshan, Liu Suzhen, et al. Detection method of overdischarge-induced internal short circuit in lithium-ion batteries based on electrochemical impedance spectroscopy[J]. Transactions of China Electrotechnical Society, 2023, 38(23): 6279-6291, 6344. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1322531538793775974, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, 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=孙振宇, 王震坡, 刘鹏, 等. 新能源汽车动力电池系统故障诊断研究综述[J]. 机械工程学报, 2021, 57(14): 87-104. Sun Zhenyu, Wang Zhenpo, Liu Peng, et al. Overview of fault diagnosis in new energy vehicle power battery system[J]. Journal of Mechanical Engineering, 2021, 57(14): 87-104. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1322531538869273447, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, 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=张从佳, 施敏达, 徐晨, 等. 基于动态可重构电池网络的储能系统本质安全机制及实例分析[J]. 储能科学与技术, 2022, 11(8): 2442-2451. Zhang Congjia, Shi Minda, Xu Chen, et al. Intrinsic safety mechanism and case analysis of energy storage systems based on dynamically reconfigurable battery network[J]. Energy Storage Science and Technology, 2022, 11(8): 2442-2451. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1322531538927993704, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, 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=刘宏阳, 杨林, 李济霖. 基于长短期记忆网络的电动汽车电池故障诊断[J]. 机电一体化, 2020, 26(Z1): 17-23, 37. Liu Hongyang, Yang Lin, Li Jilin. Fault diagnosis of electric vehicle battery based on long short-term memory network[J]. Mechatronics, 2020, 26(Z1): 17-23, 37. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1322531538995102569, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, 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=山彤欣, 王震坡, 洪吉超, 等. 新能源汽车动力电池“机械滥用-热失控”及其安全防控技术综述[J]. 机械工程学报, 2022, 58(14): 252-275. Shan Tongxin, Wang Zhenpo, Hong Jichao, et al. Overview of “mechanical abuse-thermal runaway” of electric vehicle power battery and its safety prevention and control technology[J]. Journal of Mechanical Engineering, 2022, 58(14): 252-275. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1322531539078988650, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, 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=苏伟, 钟国彬, 沈佳妮, 等. 锂离子电池故障诊断技术进展[J]. 储能科学与技术, 2019, 8(2): 225-236. Su Wei, Zhong Guobin, Shen Jiani, et al. The progress in fault diagnosis techniques for lithium-ion batteries[J]. Energy Storage Science and Technology, 2019, 8(2): 225-236. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1322531539171263339, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, 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=Chen Zeyu, Xiong Rui, Tian Jinpeng, et al. Model-based fault diagnosis approach on external short circuit of lithium-ion battery used in electric vehicles[J]. Applied Energy, 2016, 184: 365-374., articleTitle=null, refAbstract=null), Reference(id=1322531539246760812, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, 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=段双明, 徐超. 基于改进残差网络的锂离子电池故障诊断[J]. 电池, 2023, 53(3): 257-261. Duan Shuangming, Xu Chao. Fault diagnosis of Li-ion battery based on improved residual network[J]. Battery Bimonthly, 2023, 53(3): 257-261. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1322531539326452589, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, 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=Feng Xuning, Weng Caihao, Ouyang Minggao, et al. Online internal short circuit detection for a large format lithium ion battery[J]. Applied Energy, 2016, 161: 168-180., articleTitle=null, refAbstract=null), Reference(id=1322531539406144366, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, 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=Xia Bing, Shang Yunlong, Nguyen T, et al. A correlation based fault detection method for short circuits in battery packs[J]. Journal of Power Sources, 2017, 337: 1-10., articleTitle=null, refAbstract=null), Reference(id=1322531539485836143, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, 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=王君瑞, 吴新举, 赵东琦, 等. 基于WOA-VMD与PSO-SVM的锂离子电池内短路故障诊断方法[J]. 工程科学学报, 2023, 45(12): 2162-2172. Wang Junrui, Wu Xinju, Zhao Dongqi, et al. Research on internal short-circuit fault diagnosis methods for lithium-ion batteries based on WOA-VMD and PSO-SVM[J]. Chinese Journal of Engineering, 2023, 45(12): 2162-2172. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1322531539552945008, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322531530086400820, 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=丁恒, 黄凯, 田海建. 基于VMD和ISSA-ELM的锂离子电池剩余使用寿命预测[J]. 电源学报, 2024, 22(6): 188-198. Ding Heng, Huang Kai, Tian Haijian. Prediction of remaining useful life of lithium-ion battery based on VMD and ISSA-ELM[J]. Journal of Power Supply, 2024, 22(6): 188-198. 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