Title:
ENHANCED REVERSE LEARNING METHOD AND SYSTEM FOR RECOMMENDING NEW MATERIAL
Document Type and Number:
WIPO Patent Application WO/2023/101182
Kind Code:
A1
Abstract:
The present invention relates to an enhanced reverse learning method and system using performance properties of component and process parameter recommendations in new material development. The enhanced reverse learning method using performance properties of component and process parameter recommendations in material development according to the present invention comprises: a data configuration step in which a data configuration unit configures data on material components, material processes, and performance properties of a ceramic; a model learning step in which a model learning unit inputs the performance properties of the data into a reverse model using a deep learning network and executes learning to output the material components and the material processes; and a model selection step in which a model selection unit inputs the material components of the ceramic to a plurality of reverse models that have executed the learning and evaluates performance so as to select a reverse model.
Inventors:
KIM DO HYEUN (KR)
Application Number:
PCT/KR2022/014736
Publication Date:
June 08, 2023
Filing Date:
September 30, 2022
Export Citation:
Assignee:
JEJU NATIONAL UNIV INDUSTRY ACADEMIC COOPERATION FOUNDATION (KR)
International Classes:
G06N3/08; G05B13/04; G06N3/04
Foreign References:
| KR20210081632A | 2021-07-02 | |||
| US20200257933A1 | 2020-08-13 | |||
| US20200401113A1 | 2020-12-24 |
Other References:
GUO KAI, YANG ZHENZE, YU CHI-HUA, BUEHLER MARKUS J.: "Artificial intelligence and machine learning in design of mechanical materials", MATER. HORIZ., vol. 8, no. 4, 12 April 2021 (2021-04-12), pages 1153 - 1172, XP093070672, ISSN: 2051-6347, DOI: 10.1039/D0MH01451F
MOOSAVI SEYED MOHAMAD, JABLONKA KEVIN MAIK, SMIT BEREND: "The Role of Machine Learning in the Understanding and Design of Materials", JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, AMERICAN CHEMICAL SOCIETY, vol. 142, no. 48, 2 December 2020 (2020-12-02), pages 20273 - 20287, XP093070674, ISSN: 0002-7863, DOI: 10.1021/jacs.0c09105
MOOSAVI SEYED MOHAMAD, JABLONKA KEVIN MAIK, SMIT BEREND: "The Role of Machine Learning in the Understanding and Design of Materials", JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, AMERICAN CHEMICAL SOCIETY, vol. 142, no. 48, 2 December 2020 (2020-12-02), pages 20273 - 20287, XP093070674, ISSN: 0002-7863, DOI: 10.1021/jacs.0c09105
Attorney, Agent or Firm:
KIM, Jin Dong (KR)
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