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Identification of Material Dimensionality Based on Force Constant Analysis

Mohammad Bagheri, Ethan Berger, Hannu‐Pekka Komsa

2023The Journal of Physical Chemistry Letters10 citationsDOIOpen Access PDF

Abstract

Identification of low-dimensional structural units from the bulk atomic structure is a widely used approach for discovering new low-dimensional materials with new properties and applications. Such analysis is usually based solely on bond-length heuristics, whereas an analysis based on bond strengths would be physically more justified. Here, we study dimensionality classification based on the interatomic force constants of a structure with different approaches for selecting the bonded atoms. The implemented approaches are applied to the existing database of first-principles calculated force constants with a large variety of materials, and the results are analyzed by comparing them to those of several bond-length-based classification methods. Depending on the approach, they can either reproduce results from bond-length-based methods or provide complementary information. As an example of the latter, we managed to identify new non-van der Waals two-dimensional material candidates.

Topics & Concepts

van der Waals forceCurse of dimensionalityHeuristicsIdentification (biology)Force constantBond lengthComputer scienceStatistical physicsConstant (computer programming)Materials sciencePhysicsArtificial intelligenceMoleculeQuantum mechanicsBiologyProgramming languageBotanyOperating systemMachine Learning in Materials Science2D Materials and ApplicationsBoron and Carbon Nanomaterials Research
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