High-throughput discovery of 2D van der Waals gate dielectrics by interpretable machine learning for sub-1-nm equivalent oxide thickness scaling

Zhen Wang; Ming Chen; Ziqiang Xu; Jinshun Bi; Wenjun Xiao; Changsong Gao; Abuduwayiti Aierken; Gang Wang; Yan Wu; Liang Zhang; Degui Wang; Xuefei Liu; Mingqiang Liu

doi:10.1016/j.colsurfa.2026.140856

High-throughput discovery of 2D van der Waals gate dielectrics by interpretable machine learning for sub-1-nm equivalent oxide thickness scaling

Colloids and Surfaces A Physicochemical and Engineering Aspects 2026

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Authors: Zhen Wang, Ming Chen, Ziqiang Xu, Jinshun Bi, Wenjun Xiao, Changsong Gao, Abuduwayiti Aierken, Gang Wang, Yan Wu, Liang Zhang, Degui Wang, Xuefei Liu

+1 more

Mingqiang Liu

DOI: 10.1016/j.colsurfa.2026.140856

Cited by: 1

References: 49

Fields of Study & Subjects

Electronic and Structural Properties of Oxides Ferroelectric and Negative Capacitance Devices Machine Learning in Materials Science

Publication details

Journal / source: Colloids and Surfaces A Physicochemical and Engineering Aspects
Publisher: Elsevier BV
Volume: 747
Pages: 140856–140856
Publication date: 19 May 2026
Language: EN

References 49