Article(id=1319222558516433508, tenantId=1146029695717560320, journalId=1263187385517883426, issueId=1319222524555153701, articleNumber=null, orderNo=null, doi=10.14062/j.issn.0454-5648.20220793, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1664121600000, receivedDateStr=2022-09-26, revisedDate=1666540800000, revisedDateStr=2022-10-24, acceptedDate=null, acceptedDateStr=null, onlineDate=1792456767920, onlineDateStr=2026-10-20, pubDate=1676822400000, pubDateStr=2023-02-20, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1792456767920, onlineIssueDateStr=2026-10-20, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1792456767920, creator=13701087609, updateTime=1792456767920, updator=13701087609, issue=Issue{id=1319222524555153701, tenantId=1146029695717560320, journalId=1263187385517883426, year='2023', volume='51', issue='2', pageStart='283', pageEnd='560', issueExtLink='null', onlineDate='null', pubDate='1676822400000', pubDateStr='2023-02-20', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=0, createTime=1792456759823, creator='13701087609', updateTime=1792456885477, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1319223051636560419, tenantId=1146029695717560320, journalId=1263187385517883426, issueId=1319222524555153701, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1319223051636560420, tenantId=1146029695717560320, journalId=1263187385517883426, issueId=1319222524555153701, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=469, endPage=475, ext={EN=ArticleExt(id=1319222560303207013, articleId=1319222558516433508, tenantId=1146029695717560320, journalId=1263187385517883426, language=EN, title=Analysis of Li Metal Anode by Machine Learning Potential, columnId=1321891389164597932, journalTitle=Journal of the Chinese Ceramic Society, columnName=Application of Machine Learning in Material Research & Development—Review, runingTitle=null, highlight=null, articleAbstract=

Li metal is regarded as an ideal anode for the next-generation secondary batteries. However, the growth of Li-dendrite results in a low coulomb efficiency, thus restricting the commercial application of Li secondary batteries. The mechanism of Li deposition and growth in an atomic scale is still unclear, and there are different opinions about the origin of Li dendrite. Recent work has dealt with the application of machine learning in computational materials science. This review represented the applications of machine learning potential for the study of Li metal anode.

, authors=Genming LAI¹, Junyu JIAO¹, Yao JIANG², Jiaxin ZHENG^{1, 2}, Chuying OUYANG², authorsList=Genming LAI, Junyu JIAO, Yao JIANG, Jiaxin ZHENG, Chuying OUYANG, authorCompany=null, correspAuthors=Jiaxin ZHENG, authorNote=, correspAuthorsNote=, 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=1319222560500339302, articleId=1319222558516433508, tenantId=1146029695717560320, journalId=1263187385517883426, language=CN, title=机器学习原子势在锂金属负极中的应用, columnId=1321891389344953005, journalTitle=硅酸盐学报, columnName=机器学习在材料研发中的应用专题—综合评述, runingTitle=null, highlight=null, articleAbstract=

锂金属是下一代二次电池的理想负极材料。然而，锂枝晶生长存在安全隐患，并导致电池Coulombic效率低，这严重制约了锂二次电池的商业应用。目前，人们对锂的沉积生长机制在原子尺度上还了解甚少，同时对锂枝晶的成因也众说纷纭。近年来，机器学习在计算材料学中的应用使得许多以前无法实现的进步成为可能，本文综述了机器学习原子势在锂金属负极研究中的应用。

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LAI Genming (1998-), male, Doctoral candidate. E-mail: genmingl@stu.pku.edu.cn

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LAI Genming (1998-), male, Doctoral candidate. E-mail: genmingl@stu.pku.edu.cn

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赖根明（1998—），男，博士研究生。

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赖根明（1998—），男，博士研究生。

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