Article(id=1319222556209562110, tenantId=1146029695717560320, journalId=1263187385517883426, issueId=1319222524555153701, articleNumber=null, orderNo=null, doi=10.14062/j.issn.0454-5648.20220863, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1665504000000, receivedDateStr=2022-10-12, revisedDate=1667577600000, revisedDateStr=2022-11-05, acceptedDate=null, acceptedDateStr=null, onlineDate=1792456767369, onlineDateStr=2026-10-20, pubDate=1676822400000, pubDateStr=2023-02-20, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1792456767369, onlineIssueDateStr=2026-10-20, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1792456767369, creator=13701087609, updateTime=1792456767369, 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=499, endPage=509, ext={EN=ArticleExt(id=1319222556394111487, articleId=1319222556209562110, tenantId=1146029695717560320, journalId=1263187385517883426, language=EN, title=Applications of Machine Learning in Thermoelectric Materials, columnId=1321891389164597932, journalTitle=Journal of the Chinese Ceramic Society, columnName=Application of Machine Learning in Material Research & Development—Review, runingTitle=null, highlight=null, articleAbstract=

Thermoelectric materials are environmental-friendly energy conversion materials. Their performance optimization is a complex issue of multi-parameter coordination, which becomes a challenge. Although the computational simulation and experimental methods for thermoelectric materials have developed rapidly, the efficiency of searching thermoelectric materials still needs to be further improved. Machine learning has some advantages of low computational cost and high prediction speed, which can shorten the search process and accelerate the corresponding studies on the structure and performance optimization of thermoelectric materials. This review introduced the research progress on machine learning for small sample numerical data (data volume is about 102), large sample numerical data (data volume >104) and image data in thermoelectric materials from the perspective of data types. Moreover, different machine learning algorithm models used for the structure and performance of thermoelectric materials in different data types were discussed. In addition, the future development and application direction were also prospected.

, authors=Ye SHENG1, Jinyan NING1, Jiong YANG1, 2, authorsList=Ye SHENG, Jinyan NING, Jiong YANG, authorCompany=null, correspAuthors=Jinyan NING, Jiong YANG, authorNote=

SHENG Ye (1994-), female, Doctoral candidate. E-mail:

, correspAuthorsNote=
YANG Jiong (1981-), male, Ph.D., Professor. E-mail:
NING Jinyan (1985-), female, Ph.D., Experimentalist.
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热电材料是环境友好型能源转换材料,涉及的体系十分多样。其性能优化是一个多参数协调的复杂问题,一直是研究者们关注的热点。虽然热电的计算模拟方法和实验方法发展迅速,但是热电材料的搜索效率仍需要进一步提高。机器学习具有计算成本低和预测速度高的优势,可以快速缩小搜索空间,加快对热电材料结构和性能优化的研究。本综述从数据类型的角度出发,介绍了热电材料中的小样本数值数据(数据量约为102),大样本数值数据(数据量大于104)及图片数据中机器学习的应用和研究进展,进一步详细地讨论了在不同的数据类型中研究热电材料的结构和性能所使用的不同的机器学习算法模型,并对其未来的发展趋势和应用方向进行了展望。

, authors=盛晔1, 宁金妍1, 杨炯1, 2, authorsList=盛晔, 宁金妍, 杨炯, authorCompany=null, correspAuthors=宁金妍, 杨炯, authorNote=

盛晔(1994—),女,博士研究生。

, correspAuthorsNote=
杨炯(1981—)男,博士,教授;
宁金妍(1985—),女,博士,实验师。
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盛晔(1994—),女,博士研究生。

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机器学习在热电材料领域中的应用
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盛晔 1 , 宁金妍 1 , 杨炯 1, 2
硅酸盐学报 | 机器学习在材料研发中的应用专题—综合评述 2023,51(2): 499-509
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硅酸盐学报 |机器学习在材料研发中的应用专题—综合评述 2023 , 51 (2) : 499 -509
机器学习在热电材料领域中的应用
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盛晔1 , 宁金妍1 , 杨炯1, 2
作者信息
  • 1.上海大学材料基因组工程研究院,上海 200444
  • 2.之江实验室,杭州 311100
通讯作者:
杨炯(1981—)男,博士,教授;
宁金妍(1985—),女,博士,实验师。
作者简介:

盛晔(1994—),女,博士研究生。

Applications of Machine Learning in Thermoelectric Materials
Ye SHENG1 , Jinyan NING1 , Jiong YANG1, 2
Affiliations
  • 1.Materials Genome Institute, Shanghai University, Shanghai 200444, China
  • 2.Zhejiang Laboratory, Hangzhou 311100, China
  • Corresponding Author:
    YANG Jiong (1981-), male, Ph.D., Professor. E-mail:
    NING Jinyan (1985-), female, Ph.D., Experimentalist.

    SHENG Ye (1994-), female, Doctoral candidate. E-mail:

出版时间: 2023-02-20 doi: 10.14062/j.issn.0454-5648.20220863
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热电材料是环境友好型能源转换材料,涉及的体系十分多样。其性能优化是一个多参数协调的复杂问题,一直是研究者们关注的热点。虽然热电的计算模拟方法和实验方法发展迅速,但是热电材料的搜索效率仍需要进一步提高。机器学习具有计算成本低和预测速度高的优势,可以快速缩小搜索空间,加快对热电材料结构和性能优化的研究。本综述从数据类型的角度出发,介绍了热电材料中的小样本数值数据(数据量约为102),大样本数值数据(数据量大于104)及图片数据中机器学习的应用和研究进展,进一步详细地讨论了在不同的数据类型中研究热电材料的结构和性能所使用的不同的机器学习算法模型,并对其未来的发展趋势和应用方向进行了展望。

热电材料  /  机器学习  /  图卷积神经网络

Thermoelectric materials are environmental-friendly energy conversion materials. Their performance optimization is a complex issue of multi-parameter coordination, which becomes a challenge. Although the computational simulation and experimental methods for thermoelectric materials have developed rapidly, the efficiency of searching thermoelectric materials still needs to be further improved. Machine learning has some advantages of low computational cost and high prediction speed, which can shorten the search process and accelerate the corresponding studies on the structure and performance optimization of thermoelectric materials. This review introduced the research progress on machine learning for small sample numerical data (data volume is about 102), large sample numerical data (data volume >104) and image data in thermoelectric materials from the perspective of data types. Moreover, different machine learning algorithm models used for the structure and performance of thermoelectric materials in different data types were discussed. In addition, the future development and application direction were also prospected.

thermoelectric materials  /  machine learning  /  graph convolutional neural networks
盛晔, 宁金妍, 杨炯. 机器学习在热电材料领域中的应用. 硅酸盐学报, 2023 , 51 (2) : 499 -509 . DOI: 10.14062/j.issn.0454-5648.20220863
Ye SHENG, Jinyan NING, Jiong YANG. Applications of Machine Learning in Thermoelectric Materials[J]. Journal of the Chinese Ceramic Society, 2023 , 51 (2) : 499 -509 . DOI: 10.14062/j.issn.0454-5648.20220863
  • 之江实验室科研攻关项目(2021PE0AC02)
  • 国家自然科学基金(52172216)
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doi: 10.14062/j.issn.0454-5648.20220863
  • 接收时间:2022-10-12
  • 首发时间:2026-10-20
  • 出版时间:2023-02-20
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  • 收稿日期:2022-10-12
  • 修回日期:2022-11-05
基金
之江实验室科研攻关项目(2021PE0AC02)
国家自然科学基金(52172216)
作者信息
    1.上海大学材料基因组工程研究院,上海 200444
    2.之江实验室,杭州 311100

通讯作者:

杨炯(1981—)男,博士,教授;
宁金妍(1985—),女,博士,实验师。
参考文献
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2种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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