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Structural phase transitions in a MoWSe2 monolayer: Molecular dynamics simulations and variational autoencoder analysis

  • Pankaj Rajak
  • , Aravind Krishnamoorthy
  • , Aiichiro Nakano
  • , Priya Vashishta
  • , Rajiv Kalia

Research output: Contribution to journalArticlepeer-review

12 Scopus citations

Abstract

Electrical and optoelectronic properties of two-dimensional (2D) transition metal dichalcogenides (TMDCs) can be tuned by exploiting their structural phase transitions. Here semiconducting (2H) to metallic (1T) phase transition is investigated in a strained MoWSe2 monolayer using molecular dynamics (MD) simulations. Novel intermediate structures called α and β are found between the 2H and 1T phases. These intermediate structures are similar to those observed in a 2D MoS2 by scanning transmission electron microscopy. A deep generative model, namely the variational autoencoder (VAE) trained by MD data, is used to generate novel heterostructures with α and β interfaces. Quantum simulations based on density functional theory show that these heterostructures are stable and suitable for novel nanoelectronics applications.
Original languageEnglish
JournalPhysical Review B
Volume100
Issue number1
DOIs
StatePublished - Jul 30 2019
Externally publishedYes

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