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MATERIAL PROPERTY PREDICTION DEVICE AND MATERIAL PROPERTY PREDICTION METHOD

机译:材料性能预测装置与材料性能预测方法

摘要

The present invention efficiently generates effective compound feature quantities reflecting expert knowledge, and thereby accurately predicts physical properties of an unknown compound. A device for predicting a material property using a case-by-case material database storing a plurality of case databases. The case databases include a plurality of records that record structural information about material structures in association with material properties about properties of materials. This device is characterized in including: a chemical space designation unit that receives a designation of at least one case database; an autoencoder learning unit that generates an autoencoder for converting structural information corresponding to the case database received by the chemical space designation unit to multi-variables; and a material property prediction unit that predicts material properties using the multi-variables converted by the autoencoder generated by the autoencoder learning unit.
机译:本发明有效地产生了反映专家知识的有效化合物特征量,从而精确地预测了未知化合物的物理性质。一种用于预测材料属性的设备,使用存储多个案例数据库的逐壳材料数据库。案例数据库包括多个记录,其记录关于材料结构的结构信息与材料特性相关联的材料结构。该设备的特征在于:一种化学空间指定单元,可接收至少一个案例数据库的指定;一种用于生成AutoEncoder的AutoEncoder学习单元,用于将与化学空间指定单元接收的案例数据库相对应的结构信息转换为多变量;和一种材料属性预测单元,其使用由AutoEncoder学习单元生成的AutoEncoder转换的多变量来预测材料特性。

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