High-throughput screening platform for solid electrolytes combining hierarchical ion-transport prediction algorithms

被引:162
作者
He, Bing [1 ]
Chi, Shuting [1 ]
Ye, Anjiang [1 ]
Mi, Penghui [1 ]
Zhang, Liwen [2 ]
Pu, Bowei [2 ]
Zou, Zheyi [2 ]
Ran, Yunbing [2 ]
Zhao, Qian [3 ]
Wang, Da [2 ]
Zhang, Wenqing [4 ,5 ]
Zhao, Jingtai [6 ]
Adams, Stefan [7 ]
Avdeev, Maxim [8 ,9 ]
Shi, Siqi [2 ,3 ]
机构
[1] Shanghai Univ, Sch Comp Engn & Sci, Shanghai 200444, Peoples R China
[2] Shanghai Univ, Sch Mat Sci & Engn, State Key Lab Adv Special Steel, Shanghai 200444, Peoples R China
[3] Shanghai Univ, Mat Genome Inst, Shanghai 200444, Peoples R China
[4] Southern Univ Sci & Technol, Dept Phys, Shenzhen 518055, Guangdong, Peoples R China
[5] Southern Univ Sci & Technol, Shenzhen Inst Quantum Sci & Technol, Shenzhen 518055, Guangdong, Peoples R China
[6] Guilin Univ Elect Technol, Sch Mat Sci & Engn, Guilin 541004, Peoples R China
[7] Natl Univ Singapore, Dept Mat Sci & Engn, Singapore 117579, Singapore
[8] Australian Nucl Sci & Technol Org, Locked Bag 2001, Kirrawee Dc, NSW 2232, Australia
[9] Univ Sydney, Sch Chem, Sydney, NSW 2006, Australia
基金
中国国家自然科学基金;
关键词
TOTAL-ENERGY CALCULATIONS; STRUCTURE DATABASE ICSD; CRYSTAL-STRUCTURES; DISSOCIATIVE ADSORPTION; CONDUCTION; PRINCIPLES; AFLOWLIB.ORG; BATTERIES; PROGRAM; POINTS;
D O I
10.1038/s41597-020-0474-y
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The combination of a materials database with high-throughput ion-transport calculations is an effective approach to screen for promising solid electrolytes. However, automating the complicated preprocessing involved in currently widely used ion-transport characterization algorithms, such as the first-principles nudged elastic band (FP-NEB) method, remains challenging. Here, we report on high-throughput screening platform for solid electrolytes (SPSE) that integrates a materials database with hierarchical ion-transport calculations realized by implementing empirical algorithms to assist in FP-NEB completing automatic calculation. We first preliminarily screen candidates and determine the approximate ion-transport paths using empirical both geometric analysis and the bond valence site energy method. A chain of images are then automatically generated along these paths for accurate FP-NEB calculation. In addition, an open web interface is actualized to enable access to the SPSE database, thereby facilitating machine learning. This interactive platform provides a workflow toward high-throughput screening for future discovery and design of promising solid electrolytes and the SPSE database is based on the FAIR principles for the benefit of the broad research community.
引用
收藏
页数:14
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