Large-Scale Characterization of Chemical Bonding and Topology in the Materials Project Database

IF 7 2区 材料科学 Q2 CHEMISTRY, PHYSICAL Chemistry of Materials Pub Date : 2025-04-17 DOI:10.1021/acs.chemmater.4c03172
Lionel Zoubritzky, François-Xavier Coudert
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Abstract

Topology is key to the determination of many physical and chemical properties of materials, such as electrical, optical, and magnetic properties, as well as thermal and mechanical behavior. However, despite the growing number of databases of crystalline materials available, there has been very little systematic effort to date to analyze their topology. In this work, we have leveraged recent algorithmic advances in the analysis of chemical bonding and topology determination in order to perform high-throughput analysis of topology of materials on a large-scale database of existing and hypothetical materials, the Materials Project data set of more than 170,000 structures. Beyond the statistical analysis of the most frequent topologies and coordination environments, the publication of these topological data will allow researchers to search for materials by topology and chemical environment, paving the way to enhanced performance in materials screening for applications. We demonstrated two examples of the usefulness of topological considerations in such computational screening.

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材料项目数据库中化学键和拓扑的大规模表征
拓扑学是决定材料许多物理和化学性质的关键,如电学、光学和磁性,以及热学和力学行为。然而,尽管可用的晶体材料数据库越来越多,但迄今为止,对其拓扑结构进行系统分析的工作很少。在这项工作中,我们利用了最近在化学键分析和拓扑确定方面的算法进展,以便在现有和假设材料的大规模数据库(材料项目数据集超过17万个结构)上执行材料拓扑的高通量分析。除了对最常见的拓扑结构和协调环境进行统计分析之外,这些拓扑数据的发布将使研究人员能够通过拓扑结构和化学环境来搜索材料,为提高材料筛选的性能铺平道路。我们展示了拓扑考虑在这种计算筛选中的有用性的两个例子。
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来源期刊
Chemistry of Materials
Chemistry of Materials 工程技术-材料科学:综合
CiteScore
14.10
自引率
5.80%
发文量
929
审稿时长
1.5 months
期刊介绍: The journal Chemistry of Materials focuses on publishing original research at the intersection of materials science and chemistry. The studies published in the journal involve chemistry as a prominent component and explore topics such as the design, synthesis, characterization, processing, understanding, and application of functional or potentially functional materials. The journal covers various areas of interest, including inorganic and organic solid-state chemistry, nanomaterials, biomaterials, thin films and polymers, and composite/hybrid materials. The journal particularly seeks papers that highlight the creation or development of innovative materials with novel optical, electrical, magnetic, catalytic, or mechanical properties. It is essential that manuscripts on these topics have a primary focus on the chemistry of materials and represent a significant advancement compared to prior research. Before external reviews are sought, submitted manuscripts undergo a review process by a minimum of two editors to ensure their appropriateness for the journal and the presence of sufficient evidence of a significant advance that will be of broad interest to the materials chemistry community.
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