Cited by 1,863Machine Learning in Materials Science2D Materials and ApplicationsGraphene research and applications

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Two-dimensional materials from high-throughput computational exfoliation of experimentally known compounds

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Mounet, Nicolas, Gibertini, Marco, Schwaller, Philippe, Campi, Davide, Merkys, Andrius, Marrazzo, Antimo, Sohier, Thibault, Castelli, Ivano Eligio, Cepellotti, Andrea, Pizzi, Giovanni, Marzari, Nicola·2018·Nature Nanotechnology

DOI 10.1038/s41565-017-0035-5

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Abstract

Two-dimensional (2D) materials have emerged as promising candidates for next-generation electronic and optoelectronic applications. Yet, only a few dozen 2D materials have been successfully synthesized or exfoliated. Here, we search for 2D materials that can be easily exfoliated from their parent compounds. Starting from 108,423 unique, experimentally known 3D compounds, we identify a subset of 5,619 compounds that appear layered according to robust geometric and bonding criteria. High-throughput calculations using van der Waals density functional theory, validated against experimental structural data and calculated random phase approximation binding energies, further allowed the identification of 1,825 compounds that are either easily or potentially exfoliable. In particular, the subset of 1,036 easily exfoliable cases provides novel structural prototypes and simple ternary compounds as well as a large portfolio of materials to search from for optimal properties. For a subset of 258 compounds, we explore vibrational, electronic, magnetic and topological properties, identifying 56 ferromagnetic and antiferromagnetic systems, including half-metals and half-semiconductors.

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Authors: Mounet, N., Gibertini, M., Schwaller, P., Campi, D., Merkys, A., Marrazzo, A., Sohier, T., Castelli, I. E., Cepellotti, A., Pizzi, G., & Marzari, N.
Affiliations: École Polytechnique Fédérale de Lausanne (CH)
Vilnius University (LT)
Corresponding author: Mounet, Nicolas
ORCID: Mounet, Nicolas
Gibertini, Marco
Schwaller, Philippe
Campi, Davide
Merkys, Andrius
Marrazzo, Antimo
Sohier, Thibault
Castelli, Ivano Eligio
Cepellotti, Andrea
Pizzi, Giovanni
Marzari, Nicola
Venue: Nature Nanotechnology
Publisher: Springer Science and Business Media LLC
Published: 2018-02-06
Volume: 13
Issue: 3
Pages: 246-252
ISSN: 1748-3387 (ISSN-L)
1748-3395
DOI: 10.1038/s41565-017-0035-5
OpenAlex: W2551377153
Cited by: 1,863
References: 75
Citations by year: 2026: 129 · 2025: 203 · 2024: 190 · 2023: 211 · 2022: 247 · 2021: 265 · 2020: 309 · 2019: 207 · 2018: 95
FWCI: 81.71
Type: journal article
Language: en
Open access: green
arxiv.org
Licence: www.springer.com/tdm (tdm)
Locations: Nature Nanotechnology (publishedVersion)
PubMed (publishedVersion)
arXiv (Cornell University) (submittedVersion)
ArTS Archivio della ricerca di Trieste (University of Trieste https://www.units.it/) (submittedVersion)
BOA (University of Milano-Bicocca) (submittedVersion)
Infoscience (Ecole Polytechnique Fédérale de Lausanne) (submittedVersion, cc-by-nc-nd)
SDL (submittedVersion)
IRIS UNIMORE (University of Modena and Reggio Emilia) (submittedVersion, cc-by)
arXiv (Cornell University)
Topics: Physical Sciences › Materials Science › Materials Chemistry › Machine Learning in Materials Science
Physical Sciences › Materials Science › Materials Chemistry › 2D Materials and Applications
Physical Sciences › Materials Science › Materials Chemistry › Graphene research and applications
Keywords: two-dimensional materials, layered compounds, van der Waals density functional, high-throughput materials screening, ternary compounds, ferromagnetic materials, antiferromagnets, half-metal, topological materials, electronic properties, magnetic properties, vibration characteristics

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Two-dimensional materials from high-throughput computational exfoliation of experimentally known compounds

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