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Integrating reaction enumeration and machine learning for microkinetic modeling of bond-exchange reactions

delete2026-03-09
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PRE
AI
J
Juhwan Kim
J
Jongseo Park
G
Gijoo Bang
S
Suji Gim
Y
Youngtak Kim
G
Geun Ho Gu *
Y
Yousung Jung *
DOI:10.1016/j.jiec.2026.03.006delete
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Abstract

Abstract

En 中文
• An integrated algorithm for modeling the kinetics of bond-exchange reactions was developed. • The tool combines matrix-based enumeration with a machine learning model for efficiency. • The simulator serves as a rapid screening tool for bond-exchange reactions.
Keywords:
bond-exchange reactions
microkinetic modeling
machine learning
reaction enumeration
kinetic modeling

Journal

Journal of Industrial and Engineering Chemistry cover
Journal of Industrial and Engineering Chemistry
IF:
6
Papers:
8.6K
Citations:
3.2W

Organization

S
seoul national university
Scholars:
5.3K
Papers: 2.0K
Citations: 0
K
korea advanced institute of science and technology
Scholars:
971
Papers: 378
Citations: 0
K
korea institute of energy technology
Scholars:
100
Papers: 50
Citations: 0
E
environment and safety research center
Scholars:
1
Papers: 1
Citations: 0
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