METHOD FOR DESIGNING TERNARY CATALYST USING MACHINE LEARNING

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United States of America Patent

APP PUB NO 20220310213A1
SERIAL NO

17523372

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Abstract

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Disclosed is a method of manufacturing a ternary catalyst for an oxygen reduction reaction. The method may include constructing a database including catalytic activity of oxygen reduction reaction (ORR) of PtFeCu nanoparticles using machine-learning-based neural network potential (NNP), determining thermodynamically stable PtFeCu nanoparticles through Monte Carlo calculation, and selecting a type of the PtFeCu nanoparticles by analyzing a structure of PtFeCu nanoparticles.

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Patent Owner(s)

Patent OwnerAddress
HYUNDAI MOTOR COMPANYSEOUL 06797
YONSEI UNIVERSITY UNIVERSITY - INDUSTRY FOUNDATION (UIF)50 YONSEI-RO SEODAEMUN-GU SEOUL 03722
KIA CORPORATION12 HEOLLEUNG-RO SEOCHO-GU SEOUL 06797

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
CHUN, Hoje Seoul, KR 2 0
HAN, Byungchan Seoul, KR 3 0
NOH, Seunghyo Uiwang, KR 5 0

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