维数之咒
鉴定(生物学)
Crystal(编程语言)
材料科学
晶体结构
开源
计算机科学
结晶学
人工智能
程序设计语言
软件
植物
生物
化学
作者
Alex M. Ganose,Anubhav Jain
出处
期刊:MRS Communications
[Springer Nature]
日期:2019-07-15
卷期号:9 (3): 874-881
被引量:55
摘要
Our ability to describe crystal structure features is of crucial importance when attempting to understand structure–property relationships in the solid state. In this paper, the authors introduce robocrystallographer, an open-source toolkit for analyzing crystal structures. This package combines new and existing open-source analysis tools to provide structural information, including the local coordination and polyhedral type, polyhedral connectivity, octahedral tilt angles, component-dimensionality, and molecule-within-crystal and fuzzy prototype identification. Using this information, robocrystallographer can generate text-based descriptions of crystal structures that resemble descriptions written by human crystallographers. The authors use robocrystallographer to investigate the dimensionalities of all compounds in the Materials Project database and highlight its potential in machine learning studies.
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