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公开(公告)号:US10957419B2
公开(公告)日:2021-03-23
申请号:US15664960
申请日:2017-07-31
Applicant: SAMSUNG ELECTRONICS CO., LTD.
Inventor: Jiho Yoo , Seokho Kang , Youngchun Kwon , Kyung doc Kim , Jaikwang Shin , Hyosug Lee , Younsuk Choi
Abstract: A structure-generating method for generating a structure candidate of a new material including: by a structure-generating processor: performing machine learning on a machine learning model, wherein the machine learning model is configured to provide a result based on a descriptor of a material, a physical property of the material, and a structure of the material; and generating a structure candidate of the new material based on the result of the machine learning, wherein the new material has a target physical property, and wherein the descriptor of the material, the physical property of the material, and the structure of the material are stored in a database.
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公开(公告)号:US11581067B2
公开(公告)日:2023-02-14
申请号:US16156709
申请日:2018-10-10
Inventor: Youngchun Kwon , Seokho Kang , Kyungdoc Kim , Jiho Yoo , Younsuk Choi
IPC: G16C20/40 , G06N3/04 , G06N3/08 , G16C20/80 , G16C20/50 , G16C20/70 , G16C20/00 , G06N3/06 , G16C99/00 , G06N3/02 , G16C60/00 , G16B15/00 , G01N37/00 , G16C20/20 , G16C20/30 , G06N3/12 , G06N3/126
Abstract: A method of generating a chemical structure performed by a neural network device includes receiving a target property value and a target structure characteristic value; selecting first generation descriptors; generating second generation descriptors; determining, using a first neural network of the neural network device, property values of the second generation descriptors; determining, using a second neural network of the neural network device, structure characteristic values of the second generation descriptors; selecting, from the second generation descriptors, candidate descriptors that satisfy the target property value and the target structure characteristic value; and generating, using the second neural network of the neural network device, chemical structures for the selected candidate descriptors.
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公开(公告)号:US11854672B2
公开(公告)日:2023-12-26
申请号:US16897456
申请日:2020-06-10
Inventor: Youngchun Kwon , Seokho Kang , Won-joon Son , Dongseon Lee , Younsuk Choi
IPC: G05B19/4155 , G16C60/00 , G16C20/70 , G16C20/10 , G16C20/20
Abstract: A method and apparatus for generating a new chemical structure using a chemical structure generation model are provided. The method includes receiving a first descriptor of a first chemical structure, encoding the first descriptor into a latent variable using an encoder of the chemical structure generation model, generating a second descriptor by decoding the latent variable using a decoder of the chemical structure generation model, generating the second chemical structure corresponding to the second descriptor.
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公开(公告)号:US10944063B2
公开(公告)日:2021-03-09
申请号:US16057929
申请日:2018-08-08
Applicant: Samsung Electronics Co., Ltd. , Samsung SDI Co., Ltd.
Inventor: Dmitry Kravchuk , Wook Kim , Juhyun Kim , Changho Noh , Sangho Park , Satoko Ishibe , Seokho Kang , Inkoo Kim , Jiho Yoo , Dongseon Lee , Hasup Lee , Jun Chwae
Abstract: An organometallic compound represented by Formula 1: wherein, in Formula 1, groups and variables are the same as described in the specification.
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