发光学报2024，Vol.45Issue(8)：1219-1231,13.DOI:10.37188/CJL.20240098
数据驱动研制发光材料的策略与挑战
Strategies and Challenges of Data-driven Research and Discovery in Luminescent Materials
摘要
Abstract
Artificial intelligence has been bringing a great of convenience for human in manufacture,life,science and technology,for its abilities of efficient data analyses,accurate prediction,automatic task executing,and person-alized service.Machine learning and high-throughput computing have extensively permeated and successfully ap-plied in the field of materials,opening up new horizons for innovative research and design methods in luminescent materials.By employing efficient algorithms for mining and processing large-scale data,the screening and design process of new materials is accelerated,thereby driving the discovery and application progress of novel materials.This article provides an overview of the recent advances in data-driven research on luminescent materials.Based on relevant research cases,it outlines the entire process of data-driven material research and elaborates on the impor-tance and implementation strategies of data acquisition in the development of luminescent materials.It also conducts a thorough analysis of how to accurately extract core features that characterize material performance,while exploring algorithm selection strategies applicable to the field of luminescent materials.Finally,the bottleneck of the current research on data-driven luminescent materials is pointed out,such as a lack of high-quality data and difficulties in constructing complex structure-performance correlation models.It also provides an outlook on future development di-rections,with a particular emphasis on the construction of luminescent material database platforms,implementation of high-throughput experiments,and establishment of corresponding data production standards.关键词
数据驱动/发光材料/机器学习/高通量计算/发光材料数据工厂Key words
data-driven/luminescent materials/machine learning/high-throughput computing/luminescent materials data fab分类
数理科学引用本文复制引用
黄霖,解荣军..数据驱动研制发光材料的策略与挑战[J].发光学报,2024,45(8):1219-1231,13.基金项目
国家重点研发计划"稀土新材料"重点专项(2022YFB3503800,2022YFB3503801)Supported by the National Key Research and Development Program(2022YFB3503800,2022YFB3503801) （2022YFB3503800,2022YFB3503801）
