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Crystal Growth by AI

ベイズ最適化による表面構造探索

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Coming soon

[1] Exploration of a large-scale reconstructed structure on GaN(0001) surface by Bayesian optimization, Akira Kusaba, Yoshihiro Kangawa, Tetsuji Kuboyama, Atsushi Oshiyama, Applied Physics Letters 120, 021602 (2022). [arXiv]

[2] GaN有機金属気相成長におけるデジタルツイン開発の現状, 草場彰, 寒川義裕, 久保山哲二, 新田州吾, 白石賢二, 押山淳, 日本結晶成長学会誌 50, 50-1-05 (2023).

[3] Ising model-based analysis of the GaN(0001) surface reconstructed structures sampled from Bayesian optimization, Karol Kawka, Paweł Kempisty, Stanisław Krukowski, Michał Boćkowski, David Bowler, Akira Kusaba, 20th International Conference on Crystal Growth and Epitaxy (ICCGE-20) 2023年7月31日.

[4] Bayesian optimization and Ising model in DFT calculations of surface reconstruction, Akira Kusaba, 24th Asian Workshop on First-Principles Electronic Structure Calculations (ASIAN-24) 2023年11月1日. [Invited]

[5] Augmentation of the Electron Counting Rule with Ising Model, Karol Kawka, Pawel Kempisty, Konrad Sakowski, Stanislaw Krukowski, Michal Bockowski, David Bowler, Akira Kusaba, Journal of Applied Physics 135, 225302 (2024). [arXiv]