公开(公告)号：US20240282412A1

公开(公告)日：2024-08-22

申请号：US18523079

申请日：2023-11-29

Applicant: FOUNDATION OF SOONGSIL UNIVERSITY-INDUSTRY COOPERATION

Inventor： Kyoung Min MIN ,  In Hyo LEE ,  Joon Chul KIM

IPC: G16C60/00 ,  G06N3/0455 ,  G06N3/0475 ,  G16C20/30 ,  G16C20/70

CPC classification number: G16C60/00 ,  G06N3/0455 ,  G06N3/0475 ,  G16C20/30 ,  G16C20/70

Abstract: A technology capable of finding new 2D materials with high elastic modulus and shear modulus through using deep learning, machine learning, and high-throughput calculation methods are described. A device for modeling 2-dimensional (2D) material using machine learning includes a material classification unit receiving data on the virtual inorganic material chemical formulas from the virtual inorganic material generation unit and classifying a 2D material among the plurality of virtual inorganic material chemical formulas into a preliminary 2D material, a space group analysis unit receiving data on the preliminary 2D material from the material classification unit, predicting the space group of the preliminary 2D material, and selecting the preliminary 2D material having the same space group as an existing 2D material as a structurally similar 2D material.