Predicting properties of materials from physical material structures

    公开(公告)号:US12190236B2

    公开(公告)日:2025-01-07

    申请号:US17240554

    申请日:2021-04-26

    Abstract: Methods, computer systems, and apparatus, including computer programs encoded on computer storage media, for predicting one or more properties of a material. One of the methods includes maintaining data specifying a set of known materials each having a respective known physical structure; receiving data specifying a new material; identifying a plurality of known materials in the set of known materials that are similar to the new material; determining a predicted embedding of the new material from at least respective embeddings corresponding to each of the similar known materials; and processing the predicted embedding of the new material using an experimental prediction neural network to predict one or more properties of the new material.

    PREDICTING PROPERTIES OF MATERIALS FROM PHYSICAL MATERIAL STRUCTURES

    公开(公告)号:US20210334655A1

    公开(公告)日:2021-10-28

    申请号:US17240554

    申请日:2021-04-26

    Abstract: Methods, computer systems, and apparatus, including computer programs encoded on computer storage media, for predicting one or more properties of a material. One of the methods includes maintaining data specifying a set of known materials each having a respective known physical structure; receiving data specifying a new material; identifying a plurality of known materials in the set of known materials that are similar to the new material; determining a predicted embedding of the new material from at least respective embeddings corresponding to each of the similar known materials; and processing the predicted embedding of the new material using an experimental prediction neural network to predict one or more properties of the new material.

Patent Agency Ranking