Article(id=1322560556876284099, tenantId=1146029695717560320, journalId=1146031654075715584, issueId=1322560475263513295, articleNumber=null, orderNo=null, doi=10.13234/j.issn.2095-2805.2026.9.145, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1729008000000, receivedDateStr=2024-10-16, revisedDate=1735660800000, revisedDateStr=2025-01-01, acceptedDate=1739548800000, acceptedDateStr=2025-02-15, onlineDate=1793252608745, onlineDateStr=2026-10-29, pubDate=1790697600000, pubDateStr=2026-09-30, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1793252608745, onlineIssueDateStr=2026-10-29, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1793252608745, creator=13701087609, updateTime=1793252608745, 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=145, endPage=154, ext={EN=ArticleExt(id=1322560557094387908, articleId=1322560556876284099, tenantId=1146029695717560320, journalId=1146031654075715584, language=EN, title=Joint Estimation of SOC and SOH of Lithium-ion Battery Based on DMIAUKF Algorithm, columnId=1321491614980223555, journalTitle=Journal of Power Supply, columnName=Renewable Energy Generation and Energy Storage, runingTitle=null, highlight=null, articleAbstract=

Accurate estimation of state of charge (SOC) and state of health (SOH) of lithium-ion batteries is of great significance in improving the performance of battery management system (BMS). In order to solve the problem that the unscented Kalman filter (UKF) algorithm has low accuracy in estimating the SOC of lithium-ion batteries, a double-multi-new information adaptive UKF (DMIAUKF) algorithm considering battery aging is proposed based on the UKF algorithm. The algorithm uses two multi-new information adaptive unscented Kalman filters (MIAUKF) to simultaneously estimate the SOC and SOH of the battery. Taking the ternary lithium-ion battery as the experimental research object, under the hybrid pulse power characteristic (HPPC) condition, the offline parameter identification method is used to identify the parameters of the second-order RC equivalent circuit model. The experimental results show that the DMIAUKF algorithm achieves high accuracy in estimating the SOC and SOH of lithium-ion batteries under constant-current discharge and HPPC conditions.

, authors=Junrui WANG, Jin LI, Changjiang JI, Xuqiang ZHU, Ming WANG, authorsList=Junrui WANG, Jin LI, Changjiang JI, Xuqiang ZHU, Ming WANG, 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=1322560557341851845, articleId=1322560556876284099, tenantId=1146029695717560320, journalId=1146031654075715584, language=CN, title=基于DMIAUKF算法的锂离子电池SOC和SOH联合估算, columnId=1321491615269630533, journalTitle=电源学报, columnName=新能源发电与储能, runingTitle=null, highlight=null, articleAbstract=

准确估算锂离子电池的荷电状态SOC（state of charge）和健康状态SOH（state of health）对提升电池管理系统BMS（battery management system）的性能具有重要意义。为解决无迹卡尔曼滤波UKF（unscented Kalman filter）算法估算锂离子电池SOC存在的精度低的问题，基于UKF算法提出一种考虑电池老化的双多新息自适应无迹卡尔曼滤波DMIAUKF（double-multi-new information adaptive UKF）算法。该算法采用2个多新息自适应无迹卡尔曼滤波器MIAUKF（multi-new information adaptive UKF）同时对电池的SOC和SOH进行估算。以三元锂电池为研究对象，在混合脉冲功率特性HPPC（hybrid pulse power characteristic）实验工况下，使用离线参数辨识方法对二阶RC等效电路模型参数进行辨识。实验结果表明，DMIAUKF算法在恒流放电工况和HPPC工况下对锂离子电池SOC与SOH的估算精度均较高。

, authors=王君瑞中国电源学会会员, 李进, 季长江, 朱旭强, 王铭, authorsList=王君瑞中国电源学会会员, 李进, 季长江, 朱旭强, 王铭, authorCompany=null, correspAuthors=王君瑞中国电源学会会员, authorNote=, correspAuthorsNote=, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=OcXgoxVXRIvk/6zjEB1JTg==, magXml=gKf2gaESy1XpCpeJLWBrQQ==, pdfUrl=null, pdf=9xjdaskYhBji+xXUtf1zOQ==, pdfFileSize=1904065, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=TPHTmPR81Ngvb+/h6XVNig==, mapNumber=null, fund=null)}, authors=[Author(id=1322560557601898698, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, 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=1322560557723533516, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, authorId=1322560557601898698, language=EN, stringName=Junrui WANG, firstName=Junrui, middleName=null, lastName=WANG, prefix=null, suffix=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=1322560557815808205, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, authorId=1322560557601898698, language=CN, stringName=王君瑞中国电源学会会员, 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=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1322560557534789830, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, xref=null, ext=[AuthorCompanyExt(id=1322560557538984135, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, companyId=1322560557534789830, 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=1322560557547372744, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, companyId=1322560557534789830, 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=1322560557899694287, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, orderNo=1, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=l18726742621@163.com, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1322560557979386065, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, authorId=1322560557899694287, language=EN, stringName=Jin LI, firstName=Jin, middleName=null, lastName=LI, 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=1322560558050689234, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, authorId=1322560557899694287, language=CN, stringName=李进, 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":"

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

"}, bioImg=null, bioContent=

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

, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1322560557534789830, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, xref=null, ext=[AuthorCompanyExt(id=1322560557538984135, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, companyId=1322560557534789830, 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=1322560557547372744, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, companyId=1322560557534789830, 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=1322560558117798100, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, orderNo=2, 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=1322560558205878486, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, authorId=1322560558117798100, language=EN, stringName=Changjiang JI, firstName=Changjiang, middleName=null, lastName=JI, 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=1322560558272987351, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, authorId=1322560558117798100, language=CN, stringName=季长江, 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（1997—　），男，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（1997—　），男，硕士研究生。研究方向：锂离子电池安全管理。E-mail：j18831402576@163.com。

, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1322560557534789830, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, xref=null, ext=[AuthorCompanyExt(id=1322560557538984135, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, companyId=1322560557534789830, 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=1322560557547372744, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, companyId=1322560557534789830, 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=1322560558335901913, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, orderNo=3, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=13419705643@163.com, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1322560558415593691, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, authorId=1322560558335901913, language=EN, stringName=Xuqiang ZHU, firstName=Xuqiang, middleName=null, lastName=ZHU, 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=1322560558482702556, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, authorId=1322560558335901913, language=CN, stringName=朱旭强, 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":"

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。

"}, bioImg=null, bioContent=

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。

, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1322560557534789830, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, xref=null, ext=[AuthorCompanyExt(id=1322560557538984135, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, companyId=1322560557534789830, 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=1322560557547372744, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, companyId=1322560557534789830, 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=1322560558545617118, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, orderNo=4, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=Wm134853@163.com, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1322560558612725984, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, authorId=1322560558545617118, language=EN, stringName=Ming WANG, firstName=Ming, 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=1322560558688223457, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, authorId=1322560558545617118, language=CN, stringName=王铭, 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":"

王铭（20008—　），女，硕士研究生。研究方向：锂离子电池实时监测。E-mail：Wm134853@163.com。

"}, bioImg=null, bioContent=

王铭（20008—　），女，硕士研究生。研究方向：锂离子电池实时监测。E-mail：Wm134853@163.com。

, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1322560557534789830, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, xref=null, ext=[AuthorCompanyExt(id=1322560557538984135, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, companyId=1322560557534789830, 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=1322560557547372744, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, companyId=1322560557534789830, 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)])])], keywords=[Keyword(id=1322560558780498146, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, language=EN, orderNo=1, keyword=State of charge (SOC)), Keyword(id=1322560560420471011, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, language=EN, orderNo=2, keyword=state of health (SOH)), Keyword(id=1322560560491774180, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, language=EN, orderNo=3, keyword=unscented Kalman filter (UKF)), Keyword(id=1322560560550494437, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, language=EN, orderNo=4, keyword=adaptive filter), Keyword(id=1322560560609214694, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, language=EN, orderNo=5, keyword=multiple information identification theory), Keyword(id=1322560560672129255, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, language=CN, orderNo=1, keyword=荷电状态), Keyword(id=1322560560735043816, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, language=CN, orderNo=2, keyword=健康状态), Keyword(id=1322560560802152681, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, language=CN, orderNo=3, keyword=无迹卡尔曼滤波), Keyword(id=1322560560877650154, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, language=CN, orderNo=4, keyword=自适应滤波), Keyword(id=1322560560948953323, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, language=CN, orderNo=5, keyword=多新息辨识理论)], refs=[Reference(id=1322560561200611566, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[1], rfOrder=0, authorNames=null, journalName=null, refType=null, unstructuredReference=Khan H, Liu Weili, Khan I, et al. Recent advances in energy usage and environmental degradation: Does quality institutions matter? A worldwide evidence[J]. Energy Reports, 2021, 7: 1091-1103., articleTitle=null, refAbstract=null), Reference(id=1322560561267720431, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, 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=Aftab S, Ahmed A, Ali Chandio A, et al. Modeling the nexus between carbon emissions, energy consumption, and economic progress in Pakistan: Evidence from cointegration and causality analysis[J]. Energy Reports, 2021, 7: 4642-4658., articleTitle=null, refAbstract=null), Reference(id=1322560561334829296, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, 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=杨华磊, 杨敏. 碳达峰碳中和: 中国式现代化的能源转型之路[J]. 经济问题, 2024(3): 1-7. Yang Hualei, Yang Min. Peak carbon emission and carbon neutrality: China’s path to energy transition in modernization[J]. On Economic Problems, 2024(3): 1-7. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1322560561410326769, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, 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=Kumar R R, Bharatiraja C, Udhayakumar K, et al. Advances in batteries, battery modeling, battery management system, battery thermal management, SOC, SOH, and charge/discharge characteristics in EV applications[J]. IEEE Access, 2023, 11: 105761-105809., articleTitle=null, refAbstract=null), Reference(id=1322560561469047026, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, 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=陈颖, 黄凯, 丁恒, 等. 基于子种群自适应思维进化-BP神经网络的锂离子电池SOC估计[J]. 电源学报, 2022, 20(4): 92-101. Chen Ying, Huang Kai, Ding Heng, et al. State-of-charge estimation of lithium-ion battery based on subpopulation adaptive mind evolutionary algorithm-BP neural network[J]. Journal of Power Supply, 2022, 20(4): 92-101. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1322560561548738803, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, 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=张帅涛, 蒋品群, 宋树祥, 等. 基于注意力机制和CNN-LSTM融合模型的锂电池SOC预测[J]. 电源学报, 2024, 22(5): 269-277. Zhang Shuaitao, Jiang Pinqun, Song Shuxiang, et al. SOC prediction for lithium battery based on fusion model of attention mechanism and CNN-LSTM[J]. Journal of Power Supply, 2024, 22(5): 269-277. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1322560561620041972, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, 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=Wang Qi, Gao Tian, Li Xingcan. SOC estimation of lithium-ion battery based on equivalent circuit model with variable parameters[J]. Energies, 2022, 15(16): 5829., articleTitle=null, refAbstract=null), Reference(id=1322560561695539445, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, 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=Liu Qinghe, Yu Quanqing. The lithium battery SOC estimation on square root unscented Kalman filter[J]. Energy Reports, 2022, 8: 286-294., articleTitle=null, refAbstract=null), Reference(id=1322560561792008438, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, 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=Xing Likun, Zhan Mingrui, Guo Min, et al. Parameter identification and SOC estimation for power battery based on multi-timescale double Kalman filter algorithm[J]. International Journal of Computational Science and Engineering, 2022, 25(6): 619., articleTitle=null, refAbstract=null), Reference(id=1322560561867505911, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, 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=邢丽坤, 詹明睿, 郭敏, 等. 基于FFMILS-MIUKF算法的锂电池SOC估计[J]. 电子测量技术, 2022, 45(16): 53-60. Xing Likun, Zhan Mingrui, Guo Min, et al. SOC estimation of Lithium battery based on FFMILS-MIUKF algorithm[J]. Electronic Measurement Technology, 2022, 45(16): 53-60. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1322560561934614776, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, 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=俞寅森, 朱涛, 位承君, 等. 基于SSA-LSTM网络模型的锂离子电池健康状态预测[J]. 化学工程, 2024, 52(12): 14-20, 57. Yu Yinsen, Zhu Tao, Wei Chengjun, et al. State-of-health prediction of lithium-ion batteries based on SSA-LSTM network model[J]. Chemical Engineering, 2024, 52(12): 14-20, 57. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1322560562010112249, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, 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=钟耿钦, 王学梅, 康龙云. 基于GRU-BP的锂电池部分充电数据SOH估计[J]. 电源学报, 2026, 24(5): 139-148. Zhong Gengqin, Wang Xuemei, Kang Longyun. SOH estimation of lithium battery partial charging data based on GRU-BP[J]. Journal of Power Supply, 2026, 24(5): 139-148. (in Chinese), articleTitle=null, refAbstract=null), Reference(id=1322560562077221114, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, 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=Zhang Dan, Zhao Weihua, Wang Long, et al. Evaluation of the state of health of lithium-ion battery based on the temporal convolution network[J]. Frontiers in Energy Research, 2022, 10: 929235., articleTitle=null, refAbstract=null), Reference(id=1322560562135941371, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, 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=Meng Jianwen, Boukhnifer M, Diallo D. Comparative study of lithium-ion battery open-circuit-voltage online estimation methods[J]. IET Electrical Systems in Transportation, 2020, 10(2): 162-169., articleTitle=null, refAbstract=null), Reference(id=1322560562194661628, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, 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=Zhang Fujian, Ye Weidong, Lei Guoping, et al. Estimation of lithium battery state of charge by fusion algorithm of forgetting factor multi-innovation least squares and extended Kalman filter[J]. Sensors and Materials, 2022, 34(4): 1471., articleTitle=null, refAbstract=null)], funds=[Fund(id=1322560561032839404, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, awardId=52167004, language=EN, fundingSource=National Natural Science Foundation of China(52167004), fundOrder=null, country=null), Fund(id=1322560561087365357, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, awardId=52167004, language=CN, fundingSource=国家自然科学基金资助项目(52167004), fundOrder=null, country=null)], companyList=[AuthorCompany(id=1322560557534789830, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, xref=null, ext=[AuthorCompanyExt(id=1322560557538984135, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, companyId=1322560557534789830, 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=1322560557547372744, tenantId=1146029695717560320, journalId=1146031654075715584, articleId=1322560556876284099, companyId=1322560557534789830, 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)])], figs=null, attaches=null, journal=Journal(id=1046111678587809797, delFlag=0, nameCn=电源学报, nameEn=Journal of Power Supply, nameHistory1=null, nameHistory2=null, issn=2095-2805, eissn=, cn=12-1420/TM, coden=null, periodic=1, language=CN, oaType=是, ccby=null, superviseOffice=null, ownerOffice=null, pubOffice=null, editorOffice=null, officeType=null, aims=null, clcCode=null, officeProv=null, officeCity=null, officeAddr=null, officeZip=null, officeEmail=null, officePhone=null, editDirector=null, officeDirector=null, officeDirectorPhone=null, officeStaffNum=null, officeEmpNum=null, coverPicUrl=8IbGg9owoDeiHywqdCQ4Qw==, journalPrice=null, startedYear=null, abbrevIsoEn=J Power Supp, journalRemark=null, publicationField=null, createdTime=null, updatedTime=1784612834246, createdBy=null, updatedBy=18614031015, firstLetterCn=D, firstLetterEn=D, subjectCode=Engineering, subjectName=null, subjectCodeEn=Engineering, subjectNameEn=null, picCn=8IbGg9owoDeiHywqdCQ4Qw==, picEn=yHt2vwjzkDgqh+JDCfJKoQ==, jcr=null, cjcr=null, exts=[JournalExt(id=1283818675400590042, language=CN, name=电源学报, nameHistory1=null, nameHistory2=null, managedBy=中国科学技术协会, sponsoredBy=中国电源学会、国家海洋技术中心, publishedBy=《电源学报》编辑部, editorOffice=, officeProv=null, officeCity=null, officeAddr=, officeZip=, editDirector=, officeDirector=null, officePhone=null, coverPicUrl=null, journalRemark=, submitArticleUrl=null, websiteUrl=http://www.jops.cn/EN/home, createdTime=1784015824413, updatedTime=1784015824413, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=http://www.jops.cn/CN/column/column7.shtml, submissionAuthorUrl=https://mc03.manuscriptcentral.com/jops, submissionEditorUrl=https://mc03.manuscriptcentral.com/jops, submissionReviewUrl=https://mc03.manuscriptcentral.com/jops, submissionCeEditorUrl=https://mc03.manuscriptcentral.com/jops, submissionAeEditorUrl=https://mc03.manuscriptcentral.com/jops, option={"copyright":""}), JournalExt(id=1283818675471893211, language=EN, name=Journal of Power Supply, nameHistory1=null, nameHistory2=null, managedBy=, sponsoredBy=, publishedBy=, editorOffice=, officeProv=null, officeCity=null, officeAddr=, officeZip=, editDirector=, officeDirector=null, officePhone=null, coverPicUrl=null, journalRemark=, submitArticleUrl=null, websiteUrl=http://www.jops.cn/CN/home, createdTime=1784015824430, updatedTime=1784015824430, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=http://www.jops.cn/EN/column/column7.shtml, submissionAuthorUrl=https://mc03.manuscriptcentral.com/jops, submissionEditorUrl=https://mc03.manuscriptcentral.com/jops, submissionReviewUrl=https://mc03.manuscriptcentral.com/jops, submissionCeEditorUrl=https://mc03.manuscriptcentral.com/jops, submissionAeEditorUrl=https://mc03.manuscriptcentral.com/jops, option={"copyright":""}), JournalExt(id=1283818675400590042, language=CN, name=电源学报, nameHistory1=null, nameHistory2=null, managedBy=中国科学技术协会, sponsoredBy=中国电源学会、国家海洋技术中心, publishedBy=《电源学报》编辑部, editorOffice=, officeProv=null, officeCity=null, officeAddr=, officeZip=, editDirector=, officeDirector=null, officePhone=null, coverPicUrl=null, journalRemark=, submitArticleUrl=null, websiteUrl=http://www.jops.cn/EN/home, createdTime=1784015824413, updatedTime=1784015824413, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=http://www.jops.cn/CN/column/column7.shtml, submissionAuthorUrl=https://mc03.manuscriptcentral.com/jops, submissionEditorUrl=https://mc03.manuscriptcentral.com/jops, submissionReviewUrl=https://mc03.manuscriptcentral.com/jops, submissionCeEditorUrl=https://mc03.manuscriptcentral.com/jops, submissionAeEditorUrl=https://mc03.manuscriptcentral.com/jops, option={"copyright":""}), JournalExt(id=1283818675471893211, language=EN, name=Journal of Power Supply, nameHistory1=null, nameHistory2=null, managedBy=, sponsoredBy=, publishedBy=, editorOffice=, officeProv=null, officeCity=null, officeAddr=, officeZip=, editDirector=, officeDirector=null, officePhone=null, coverPicUrl=null, journalRemark=, submitArticleUrl=null, websiteUrl=http://www.jops.cn/CN/home, createdTime=1784015824430, updatedTime=1784015824430, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=http://www.jops.cn/EN/column/column7.shtml, submissionAuthorUrl=https://mc03.manuscriptcentral.com/jops, submissionEditorUrl=https://mc03.manuscriptcentral.com/jops, submissionReviewUrl=https://mc03.manuscriptcentral.com/jops, submissionCeEditorUrl=https://mc03.manuscriptcentral.com/jops, submissionAeEditorUrl=https://mc03.manuscriptcentral.com/jops, option={"copyright":""})], databaseList=null, tenantJournalId=1146031654075715584, websiteList=[Website(id=1146832214672683008, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1146031654075715584, journalNameCn=null, journalNameEn=null, grayFlag=null, tenantId=1146029695717560320, platformId=null, journalGroupId=null, journalGroupNameCn=null, journalGroupNameEn=null, type=1, domain=https://castjournals.cast.org.cn/joweb/dyxb/EN, language=EN, createTime=1751355707101, createBy=18614031015, updateTime=1753435268747, updateBy=18614031015, name=电源学报-英文站点, tplId=1146101810881728533, title=电源学报, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1155559379819679852, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146832214672683008, code=articleTextType, value=kx, createTime=1753436425404, updateTime=1753436425404, creator=18614031015, updator=18614031015), WebsiteProps(id=1155559379798708329, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146832214672683008, code=banner, value=null, createTime=1753436425399, updateTime=1753436425399, creator=18614031015, updator=18614031015), WebsiteProps(id=1155559379781931112, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146832214672683008, code=logo, value=https://castjournals.cast.org.cn/joweb/kjdb/CN/file/pic?fileId=efYTu4aDDzS8GgTA1MjEKw==, createTime=1753436425396, updateTime=1753436425396, creator=18614031015, updator=18614031015), WebsiteProps(id=1155559379811291243, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146832214672683008, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/kjdb/CN/file/pic, createTime=1753436425402, updateTime=1753436425402, creator=18614031015, updator=18614031015), WebsiteProps(id=1155559379802902634, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146832214672683008, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_cn_619/, createTime=1753436425400, updateTime=1753436425400, creator=18614031015, updator=18614031015)]), Website(id=1148243202240405915, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1146031654075715584, journalNameCn=null, journalNameEn=null, grayFlag=null, tenantId=1146029695717560320, platformId=null, journalGroupId=null, journalGroupNameCn=null, journalGroupNameEn=null, type=1, domain=https://castjournals.cast.org.cn/joweb/dyxb/CN, language=CN, createTime=1751692112741, createBy=18614031015, updateTime=1753435242839, updateBy=18614031015, name=电源学报-中文站点, tplId=1146099689490845704, title=电源学报, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1148618015060553758, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202240405915, code=articleTextType, value=kx, createTime=1751781475081, updateTime=1751781475081, creator=18614031015, updator=18614031015), WebsiteProps(id=1148618015035387931, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202240405915, code=banner, value=null, createTime=1751781475075, updateTime=1751781475075, creator=18614031015, updator=18614031015), WebsiteProps(id=1148618015022805018, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202240405915, code=logo, value=https://castjournals.cast.org.cn/joweb/kjdb/CN/file/pic?fileId=efYTu4aDDzS8GgTA1MjEKw==, createTime=1751781475072, updateTime=1751781475072, creator=18614031015, updator=18614031015), WebsiteProps(id=1148618015052165149, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202240405915, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/kjdb/CN/file/pic, createTime=1751781475079, updateTime=1751781475079, creator=18614031015, updator=18614031015), WebsiteProps(id=1148618015043776540, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202240405915, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_cn_619/, createTime=1751781475077, updateTime=1751781475077, creator=18614031015, updator=18614031015)])], journalTitle=电源学报, weixinUrl=null, journalUrl=http://www.jops.cn/CN/home, iacademicId=null, status=1, seqNo=null, journalTitleEn=Journal of Power Supply, journalPhotoCn=8IbGg9owoDeiHywqdCQ4Qw==, journalPhotoEn=yHt2vwjzkDgqh+JDCfJKoQ==, journalFirstLetter=D, journalRecommend=null, journalNew=null, journalCollection=null, jcrJf=null, cjcrJf=null, jcrJfStr=null, cjcrJfStr=null, submissionFirstDecision=null, sciSubjectClassification=null, casSubjectClassification=null, citeScore=null, totalCitationFrequency=null, icpCode=null, psCode=null, advertisingLicenseCode=null, copyrightInformation=null, country=null, option=, provinceCode=null, provinceName=null, collectFlag=false, interPubPlatform=, interPubPlatformUrl=null), detailUrlCn=https://castjournals.cast.org.cn/joweb/dyxb/CN/10.13234/j.issn.2095-2805.2026.9.145, detailUrlEn=https://castjournals.cast.org.cn/joweb/dyxb/EN/10.13234/j.issn.2095-2805.2026.9.145, pdfUrlCn=https://castjournals.cast.org.cn/joweb/dyxb/CN/PDF/10.13234/j.issn.2095-2805.2026.9.145, pdfUrlEn=https://castjournals.cast.org.cn/joweb/dyxb/EN/PDF/10.13234/j.issn.2095-2805.2026.9.145, aliStartDate=0, aliEndDate=0, collectionFlag=false, citedCount=null, citedUrl=null, previewStatus=0, delFlag=0, hasFullText=0, orderTime=1790697600000, fullTextJson=null, articleText=null, reference=null)