摘要
Small MethodsVolume 3, Issue 5 1900025 Essay Nanomaterials Discovery and Design through Machine Learning Ming Wang, Ming Wang Innovative Center for Flexible Devices (iFLEX), School of Materials Science and Engineering, Nanyang Technological University, 50 Nanyang Avenue, 639798 SingaporeSearch for more papers by this authorTing Wang, Ting Wang Innovative Center for Flexible Devices (iFLEX), School of Materials Science and Engineering, Nanyang Technological University, 50 Nanyang Avenue, 639798 SingaporeSearch for more papers by this authorPingqiang Cai, Pingqiang Cai Innovative Center for Flexible Devices (iFLEX), School of Materials Science and Engineering, Nanyang Technological University, 50 Nanyang Avenue, 639798 SingaporeSearch for more papers by this authorXiaodong Chen, Corresponding Author Xiaodong Chen chenxd@ntu.edu.sg orcid.org/0000-0002-3312-1664 Innovative Center for Flexible Devices (iFLEX), School of Materials Science and Engineering, Nanyang Technological University, 50 Nanyang Avenue, 639798 SingaporeE-mail: chenxd@ntu.edu.sgSearch for more papers by this author Ming Wang, Ming Wang Innovative Center for Flexible Devices (iFLEX), School of Materials Science and Engineering, Nanyang Technological University, 50 Nanyang Avenue, 639798 SingaporeSearch for more papers by this authorTing Wang, Ting Wang Innovative Center for Flexible Devices (iFLEX), School of Materials Science and Engineering, Nanyang Technological University, 50 Nanyang Avenue, 639798 SingaporeSearch for more papers by this authorPingqiang Cai, Pingqiang Cai Innovative Center for Flexible Devices (iFLEX), School of Materials Science and Engineering, Nanyang Technological University, 50 Nanyang Avenue, 639798 SingaporeSearch for more papers by this authorXiaodong Chen, Corresponding Author Xiaodong Chen chenxd@ntu.edu.sg orcid.org/0000-0002-3312-1664 Innovative Center for Flexible Devices (iFLEX), School of Materials Science and Engineering, Nanyang Technological University, 50 Nanyang Avenue, 639798 SingaporeE-mail: chenxd@ntu.edu.sgSearch for more papers by this author First published: 21 February 2019 https://doi.org/10.1002/smtd.201900025Citations: 45Read the full textAboutPDF ToolsRequest permissionExport citationAdd to favoritesTrack citation ShareShare Give accessShare full text accessShare full-text accessPlease review our Terms and Conditions of Use and check box below to share full-text version of article.I have read and accept the Wiley Online Library Terms and Conditions of UseShareable LinkUse the link below to share a full-text version of this article with your friends and colleagues. Learn more.Copy URL Share a linkShare onFacebookTwitterLinkedInRedditWechat Graphical Abstract Machine learning is changing nanomaterials research and applications. The current trends, challenges, and perspectives of machine learning in nanomaterials are discussed in this essay. It is hoped it can offer some guidance and inspiration for future development of nanomaterials discovery and design by using machine learning. Conflict of Interest The authors declare no conflict of interest. Citing Literature Volume3, Issue5May 10, 20191900025 RelatedInformation