title: Data Mining for New Two- and One-Dimensional Weakly Bonded Solids and Lattice-Commensurate Heterostructures.
abstract: Layered materials held together by weak interactions including van der Waals forces, such as graphite, have attracted interest for both technological applications and fundamental physics in their layered form and as an isolated single-layer. Only a few dozen single-layer van der Waals solids have been subject to considerable research focus, although there are likely to be many more that could have superior properties. To identify a broad spectrum of layered materials, we present a novel data mining algorithm that determines the dimensionality of weakly bonded subcomponents based on the atomic positions of bulk, three-dimensional crystal structures. By applying this algorithm to the Materials Project database of over 50,000 inorganic crystals, we identify 1173 two-dimensional layered materials and 487 materials that consist of weakly bonded one-dimensional molecular chains. This is an order of magnitude increase in the number of identified materials with most materials not known as two- or one-dimensional materials. Moreover, we discover 98 weakly bonded heterostructures of two-dimensional and one-dimensional subcomponents that are found within bulk materials, opening new possibilities for much-studied assembly of van der Waals heterostructures. Chemical families of materials, band gaps, and point groups for the materials identified in this work are presented. Point group and piezoelectricity in layered materials are also evaluated in single-layer forms. Three hundred and twenty-five of these materials are expected to have piezoelectric monolayers with a variety of forms of the piezoelectric tensor. This work significantly extends the scope of potential low-dimensional weakly bonded solids to be investigated.
authors.affiliation: Department of Applied Physics, ‡Department of Materials Science and Engineering, and §Department of Mechanical Engineering, Stanford University , Stanford, California 94305, United States.
authors.forename: Gowoon
authors.identifier: 0000-0002-3026-6796
authors.initials: G
authors.lastname: Cheon
authors.affiliation: Department of Applied Physics, ‡Department of Materials Science and Engineering, and §Department of Mechanical Engineering, Stanford University , Stanford, California 94305, United States.
authors.forename: Karel-Alexander N
authors.initials: KN
authors.lastname: Duerloo
authors.affiliation: Department of Applied Physics, ‡Department of Materials Science and Engineering, and §Department of Mechanical Engineering, Stanford University , Stanford, California 94305, United States.
authors.forename: Austin D
authors.initials: AD
authors.lastname: Sendek
authors.affiliation: Department of Applied Physics, ‡Department of Materials Science and Engineering, and §Department of Mechanical Engineering, Stanford University , Stanford, California 94305, United States.
authors.forename: Chase
authors.initials: C
authors.lastname: Porter
authors.affiliation: Department of Applied Physics, ‡Department of Materials Science and Engineering, and §Department of Mechanical Engineering, Stanford University , Stanford, California 94305, United States.
authors.forename: Yuan
authors.initials: Y
authors.lastname: Chen
authors.affiliation: Department of Applied Physics, ‡Department of Materials Science and Engineering, and §Department of Mechanical Engineering, Stanford University , Stanford, California 94305, United States.
authors.forename: Evan J
authors.initials: EJ
authors.lastname: Reed
keywords: Layered materials; data mining; piezoelectricity; two-dimensional materials; van der Waals heterostructures; van der Waals solids