Augmentation of the electron counting rule with Ising model

Author:

Kawka Karol1ORCID,Kempisty Paweł1ORCID,Sakowski Konrad1ORCID,Krukowski Stanisław1ORCID,Boćkowski Michał1ORCID,Bowler David2ORCID,Kusaba Akira3ORCID

Affiliation:

1. Institute of High Pressure Physics, Polish Academy of Sciences 1 , Sokolowska 29/37, 01-142 Warsaw, Poland

2. London Centre for Nanotechnology, UCL 2 , 17-19 Gordon St., London WC1H 0AH, United Kingdom

3. Research Institute for Applied Mechanics, Kyushu University 3 , Fukuoka 816-8580, Japan

Abstract

The stability of a mixture of two different surface reconstructions is investigated focusing on GaN(0001) surface mixed with Gaad(2×2) and 3Ga-H(2×2) domains using the density functional theory calculations. Since the number of candidate structures is enormous, the structures sampled by Bayesian optimization are analyzed. As a result, the local electron counting (EC) rule alone was found to be insufficient to explain such stability. Then, augmenting the EC rule, a data-driven Ising model is proposed. The model allows the evaluation of the whole enormous number of candidate structures. The approach is expected to be useful for theoretical studies of such mixtures on various semiconductor surfaces.

Funder

Japan Society for the Promotion of Science

Publisher

AIP Publishing

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