Loading [MathJax]/extensions/tex2jax.js

Exploring tensile piezoelectricity and bending flexoelectricity of diamane monolayers by machine learning

Publikation: Beitrag in FachzeitschriftArtikelForschungPeer-Review

Autorschaft

  • Brahmanandam Javvaji
  • Bohayra Mortazavi
  • Xiaoying Zhuang
  • Timon Rabczuk

Organisationseinheiten

Externe Organisationen

  • Tongji University
  • Bauhaus-Universität Weimar

Details

OriginalspracheEnglisch
Seiten (von - bis)558-567
Seitenumfang10
FachzeitschriftCARBON
Jahrgang185
Frühes Online-Datum15 Sept. 2021
PublikationsstatusVeröffentlicht - 15 Nov. 2021

Abstract

The investigation of electromechanical properties for the newly added two-dimensional materials is challenging and enthralling. In this work, we consider studying the piezoelectric and flexoelectric properties of diamane monolayers, firstly proposed by density functional simulations and later synthesized in experiments. For this aim, we develop machine learning-based inter-atomic moment-tensor potentials along with the charge-dipole model to calculate the electrical polarization under mechanical deformations in AB stacked Janus diamane monolayers with hetero halogenation. The developed potential parameters efficiently predict the AB stacked non-Janus diamane lattices and their AA stacked counterpart lattices. Tensile stretching of Janus diamanes produces the in-plane piezoelectricity along with the generation of significant out-of-plane polarization. The piezoelectricity is absent in AB stacked non-Janus diamanes. The increase in structural asymmetry in C4ClH monolayer under bending deformation increase the total polarization by the local electric fields originated from the π − σ and the σ − σ electron interactions. The flexoelectricity of C4ClH is lower than C4FH due to the removal of its high out-of-plane piezoelectric contribution. The Janus diamane monolayer has promising electromechanical energy applications due to its high out-of-plane piezoelectric coefficient, which is nearly 15 times higher than Janus transitional metal dichalcogenide monolayer.

ASJC Scopus Sachgebiete

Zitieren

Exploring tensile piezoelectricity and bending flexoelectricity of diamane monolayers by machine learning. / Javvaji, Brahmanandam; Mortazavi, Bohayra; Zhuang, Xiaoying et al.
in: CARBON, Jahrgang 185, 15.11.2021, S. 558-567.

Publikation: Beitrag in FachzeitschriftArtikelForschungPeer-Review

Javvaji B, Mortazavi B, Zhuang X, Rabczuk T. Exploring tensile piezoelectricity and bending flexoelectricity of diamane monolayers by machine learning. CARBON. 2021 Nov 15;185:558-567. Epub 2021 Sep 15. doi: 10.1016/j.carbon.2021.09.007
Javvaji, Brahmanandam ; Mortazavi, Bohayra ; Zhuang, Xiaoying et al. / Exploring tensile piezoelectricity and bending flexoelectricity of diamane monolayers by machine learning. in: CARBON. 2021 ; Jahrgang 185. S. 558-567.
Download
@article{7bf37d7535d4441a8acc64ec39390a98,
title = "Exploring tensile piezoelectricity and bending flexoelectricity of diamane monolayers by machine learning",
abstract = "The investigation of electromechanical properties for the newly added two-dimensional materials is challenging and enthralling. In this work, we consider studying the piezoelectric and flexoelectric properties of diamane monolayers, firstly proposed by density functional simulations and later synthesized in experiments. For this aim, we develop machine learning-based inter-atomic moment-tensor potentials along with the charge-dipole model to calculate the electrical polarization under mechanical deformations in AB stacked Janus diamane monolayers with hetero halogenation. The developed potential parameters efficiently predict the AB stacked non-Janus diamane lattices and their AA stacked counterpart lattices. Tensile stretching of Janus diamanes produces the in-plane piezoelectricity along with the generation of significant out-of-plane polarization. The piezoelectricity is absent in AB stacked non-Janus diamanes. The increase in structural asymmetry in C4ClH monolayer under bending deformation increase the total polarization by the local electric fields originated from the π − σ and the σ − σ electron interactions. The flexoelectricity of C4ClH is lower than C4FH due to the removal of its high out-of-plane piezoelectric contribution. The Janus diamane monolayer has promising electromechanical energy applications due to its high out-of-plane piezoelectric coefficient, which is nearly 15 times higher than Janus transitional metal dichalcogenide monolayer.",
keywords = "Flexoelectricity, Janus diamane monolayer, Machine learning, Piezoelectricity",
author = "Brahmanandam Javvaji and Bohayra Mortazavi and Xiaoying Zhuang and Timon Rabczuk",
note = "Funding Information: The authors gratefully acknowledge the sponsorship from the ERC Starting Grant COTOFLEXI (Grant No. 802205). Authors also acknowledge the support of the cluster system team at the Leibniz Universitat of Hannover, Germany. ",
year = "2021",
month = nov,
day = "15",
doi = "10.1016/j.carbon.2021.09.007",
language = "English",
volume = "185",
pages = "558--567",
journal = "CARBON",
issn = "0008-6223",
publisher = "Elsevier Ltd.",

}

Download

TY - JOUR

T1 - Exploring tensile piezoelectricity and bending flexoelectricity of diamane monolayers by machine learning

AU - Javvaji, Brahmanandam

AU - Mortazavi, Bohayra

AU - Zhuang, Xiaoying

AU - Rabczuk, Timon

N1 - Funding Information: The authors gratefully acknowledge the sponsorship from the ERC Starting Grant COTOFLEXI (Grant No. 802205). Authors also acknowledge the support of the cluster system team at the Leibniz Universitat of Hannover, Germany.

PY - 2021/11/15

Y1 - 2021/11/15

N2 - The investigation of electromechanical properties for the newly added two-dimensional materials is challenging and enthralling. In this work, we consider studying the piezoelectric and flexoelectric properties of diamane monolayers, firstly proposed by density functional simulations and later synthesized in experiments. For this aim, we develop machine learning-based inter-atomic moment-tensor potentials along with the charge-dipole model to calculate the electrical polarization under mechanical deformations in AB stacked Janus diamane monolayers with hetero halogenation. The developed potential parameters efficiently predict the AB stacked non-Janus diamane lattices and their AA stacked counterpart lattices. Tensile stretching of Janus diamanes produces the in-plane piezoelectricity along with the generation of significant out-of-plane polarization. The piezoelectricity is absent in AB stacked non-Janus diamanes. The increase in structural asymmetry in C4ClH monolayer under bending deformation increase the total polarization by the local electric fields originated from the π − σ and the σ − σ electron interactions. The flexoelectricity of C4ClH is lower than C4FH due to the removal of its high out-of-plane piezoelectric contribution. The Janus diamane monolayer has promising electromechanical energy applications due to its high out-of-plane piezoelectric coefficient, which is nearly 15 times higher than Janus transitional metal dichalcogenide monolayer.

AB - The investigation of electromechanical properties for the newly added two-dimensional materials is challenging and enthralling. In this work, we consider studying the piezoelectric and flexoelectric properties of diamane monolayers, firstly proposed by density functional simulations and later synthesized in experiments. For this aim, we develop machine learning-based inter-atomic moment-tensor potentials along with the charge-dipole model to calculate the electrical polarization under mechanical deformations in AB stacked Janus diamane monolayers with hetero halogenation. The developed potential parameters efficiently predict the AB stacked non-Janus diamane lattices and their AA stacked counterpart lattices. Tensile stretching of Janus diamanes produces the in-plane piezoelectricity along with the generation of significant out-of-plane polarization. The piezoelectricity is absent in AB stacked non-Janus diamanes. The increase in structural asymmetry in C4ClH monolayer under bending deformation increase the total polarization by the local electric fields originated from the π − σ and the σ − σ electron interactions. The flexoelectricity of C4ClH is lower than C4FH due to the removal of its high out-of-plane piezoelectric contribution. The Janus diamane monolayer has promising electromechanical energy applications due to its high out-of-plane piezoelectric coefficient, which is nearly 15 times higher than Janus transitional metal dichalcogenide monolayer.

KW - Flexoelectricity

KW - Janus diamane monolayer

KW - Machine learning

KW - Piezoelectricity

UR - http://www.scopus.com/inward/record.url?scp=85115986203&partnerID=8YFLogxK

U2 - 10.1016/j.carbon.2021.09.007

DO - 10.1016/j.carbon.2021.09.007

M3 - Article

AN - SCOPUS:85115986203

VL - 185

SP - 558

EP - 567

JO - CARBON

JF - CARBON

SN - 0008-6223

ER -