典型文献
Data Centric Design:A New Approach to Design of Microstructural Material Systems
文献摘要：
Building processing,structure,and property(PSP)relations for computational materials design is at the heart of the Materials Genome Initiative in the era of high-throughput computational materials science.Recent technological advancements in data acquisition and storage,microstructure characterization and reconstruction(MCR),machine learning(ML),materials modeling and simulation,data processing,manufacturing,and experimentation have significantly advanced researchers'abilities in building PSP relations and inverse material design.In this article,we examine these advancements from the perspec-tive of design research.In particular,we introduce a data-centric approach whose fundamental aspects fall into three categories:design representation,design evaluation,and design synthesis.Developments in each of these aspects are guided by and benefit from domain knowledge.Hence,for each aspect,we present a wide range of computational methods whose integration realizes data-centric materials discovery and design.
文献关键词：
中图分类号：
作者姓名：
Wei Chen;Akshay Iyer;Ramin Bostanabad
作者机构：
Department of Mechanical Engineering,Northwestern University,Evanston,IL 60208,USA;Department of Mechanical and Aerospace Engineering,University of California,Irvine,CA 92697,USA
文献出处：
引用格式：
[1]Wei Chen;Akshay Iyer;Ramin Bostanabad-.Data Centric Design:A New Approach to Design of Microstructural Material Systems)[J].工程（英文）,2022(03):89-98
A类：
B类：
Data,Centric,Design,New,Approach,Microstructural,Systems,Building,processing,property,PSP,relations,computational,materials,design,heart,Materials,Genome,Initiative,era,high,throughput,science,Recent,technological,advancements,data,acquisition,storage,microstructure,characterization,reconstruction,MCR,machine,learning,ML,modeling,simulation,manufacturing,experimentation,have,significantly,advanced,researchers,abilities,building,inverse,this,article,we,examine,these,from,perspec,particular,introduce,centric,approach,whose,fundamental,aspects,fall,into,three,categories,representation,evaluation,synthesis,Developments,each,are,guided,by,benefit,domain,knowledge,Hence,wide,range,methods,integration,realizes,discovery
AB值：
0.651092
相似文献
机标中图分类号，由域田数据科技根据网络公开资料自动分析生成，仅供学习研究参考。
