Article(id=1319222540204097919, tenantId=1146029695717560320, journalId=1263187385517883426, issueId=1319222524555153701, articleNumber=null, orderNo=null, doi=10.14062/j.issn.0454-5648.20220813, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1664467200000, receivedDateStr=2022-09-30, revisedDate=1669219200000, revisedDateStr=2022-11-24, acceptedDate=null, acceptedDateStr=null, onlineDate=1792456763553, onlineDateStr=2026-10-20, pubDate=1676822400000, pubDateStr=2023-02-20, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1792456763553, onlineIssueDateStr=2026-10-20, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1792456763553, creator=13701087609, updateTime=1792456763553, 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=367, endPage=372, ext={EN=ArticleExt(id=1319222540447367552, articleId=1319222540204097919, tenantId=1146029695717560320, journalId=1263187385517883426, language=EN, title=Discovering ABO₃-Type Perovskite with High Dielectric Constant via Unsupervised Learning, columnId=1321891532131652078, journalTitle=Journal of the Chinese Ceramic Society, columnName=Application of Machine Learning in Material Research & Development—Research Articles, runingTitle=null, highlight=null, articleAbstract=

Machine learning has become an important transformative method to explore novel materials, but the small sample size and high noise of material data bring a great challenge to data-driven research and development. To address the challenge, unsupervised learning was applied to discover perovskite materials with a high dielectric constant. Twenty perovskite materials with a high dielectric constant (i.e., BaHfO₃ and BiFeO₃) were screened out via iterative clustering. We performed dimensionality reduction analysis and descriptors analysis including elements, crystal structure and tolerance factors to find the underlying trend and the relationship between ABO₃ structure and dielectric constant. This method can provide an idea for solving the lack of material data labels, which can be also applied to screen other novel functional materials.

, authors=Runlin LIU¹, Changjiao LI², Jian WANG², Hanxing LIU¹, Zhonghui SHEN¹, authorsList=Runlin LIU, Changjiao LI, Jian WANG, Hanxing LIU, Zhonghui SHEN, authorCompany=null, correspAuthors=Zhonghui SHEN, 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=1319222540678054273, articleId=1319222540204097919, tenantId=1146029695717560320, journalId=1263187385517883426, language=CN, title=无监督学习探索高介电常数的ABO₃型钙钛矿材料, columnId=1321891532337172975, journalTitle=硅酸盐学报, columnName=机器学习在材料研发中的应用专题—研究论文, runingTitle=null, highlight=null, articleAbstract=

机器学习已成为新材料研发的重要变革性手段，但材料数据样本量少、噪音高等特点为数据驱动的研发模式带来巨大挑战。本工作将无监督学习应用于挖掘高介电常数的钙钛矿材料。针对标签数据少的问题，通过聚类学习的方法不断优化迭代来缩小搜索空间，最终筛选出了BaHfO₃和BiFeO₃等20种具有高介电常数潜力的钙钛矿材料，并通过降维分析等手段从元素种类、晶体结构和容忍因子等方面展开规律分析，挖掘钙钛矿材料结构与介电常数之间的关联。该方法为解决材料性能数据标签的缺失提供了一种思路，可应用于筛选和挖掘其他新型功能材料。

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LIU Runlin (2001-), male, Master candidate. E-mail: rony_l@whut.edu.cn

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LIU Runlin (2001-), male, Master candidate. E-mail: rony_l@whut.edu.cn

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刘润林（2001—），男，硕士研究生。

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刘润林（2001—），男，硕士研究生。

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