文献类型：期刊文献

英文题名：An Intelligent Manufacturing Platform of Polymers: Polymeric Material Genome Engineering

作者：Gao, Liang[1];Wang, Liquan[1];Lin, Jiaping[1];Du, Lei[1]

机构：[1]East China Univ Sci & Technol, Frontiers Sci Ctr Materiobiol & Dynam Chem, Shanghai Key Lab Adv Polymer Mat, Key Lab Ultrafine Mat,Minist Educ,Sch Mat Sci & En, Shanghai 200237, Peoples R China

年份：2023

卷号：27

起止页码：31

外文期刊名：ENGINEERING

收录：;EI(收录号：20233614672383);WOS:【SCI-EXPANDED(收录号:WOS:001237024600001)】；

基金：This work was supported by the National Natural Science Foun-dation of China (22103025, 51833003, 22173030, 21975073, and 51621002) .

语种：英文

外文关键词：Polymeric materials; Materials genome approach; Machine learning; Property prediction; Rational design

摘要：Polymeric materials with excellent performance are the foundation for developing high-level technology and advanced manufacturing. Polymeric material genome engineering (PMGE) is becoming a vital platform for the intelligent manufacturing of polymeric materials. However, the development of PMGE is still in its infancy, and many issues remain to be addressed. In this perspective, we elaborate on the PMGE concepts, summarize the state-of-the-art research and achievements, and highlight the challenges and prospects in this field. In particular, we focus on property estimation approaches, including property proxy prediction and machine learning prediction of polymer properties. The potential engineering applications of PMGE are discussed, including the fields of advanced composites, polymeric materials for communications, and integrated circuits. (c) 2023 THE AUTHORS. Published by Elsevier LTD on behalf of Chinese Academy of Engineering and Higher Education Press Limited Company. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).