First-Principle-Inspired Reduced-Order Models of Chemical Kinetics in Hydrogen System

In the present study, two different reduced-order models are proposed for the [Formula: see text] system by leveraging first-principles quasi-classical trajectory simulations and in-depth master equation analyses. The most recent available ab initio potential energy surface is adopted to construct a new set of rovibrational state-to-state kinetic databases valid over a wide range of temperatures. First, a modified two-temperature model is proposed by incorporating the master equation-informed model parameters, enabling the advanced treatment of internal energy coupling and nonequilibrium dissociation predictions. Second, a hybrid coarse-graining model is proposed by combining a graph-based approach optimized globally for a wide range of temperatures with a centrifugal-barrier-based coarse-graining method. The proposed reduced-order models offer significantly improved accuracy in predicting nonequilibrium energy transfer and dissociation dynamics compared to the existing coarse-graining and 2T models in previous studies. In addition, aerothermal heating prediction relevant to Uranus planetary entry reveals a 16.5% discrepancy in convective heat flux compared to the present modified 2T approach with the existing 2T, demonstrating the importance of accurate modeling of chemical kinetics in the [Formula: see text] system.

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Publication Details

Journal
AIAA Journal
Published
2026-09-07
DOI
https://doi.org/10.2514/1.j066902
Primary Topic
Gas Dynamics and Kinetic Theory
Type
article
Field-Weighted Citation Impact
0.00

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article

First-Principle-Inspired Reduced-Order Models of Chemical Kinetics in Hydrogen System

Tae Woong Jeong, Eunji Jun, Sung Min Jo, Hyesu Jeong
AIAA Journal
Gas Dynamics and Kinetic Theory
article

First-Principle-Inspired Reduced-Order Models of Chemical Kinetics in Hydrogen System

Tae Woong Jeong, Eunji Jun, Sung Min Jo, Hyesu Jeong
article en

Abstract

In the present study, two different reduced-order models are proposed for the [Formula: see text] system by leveraging first-principles quasi-classical trajectory simulations and in-depth master equation analyses. The most recent available ab initio potential energy surface is adopted to construct a new set of rovibrational state-to-state kinetic databases valid over a wide range of temperatures. First, a modified two-temperature model is proposed by incorporating the master equation-informed model parameters, enabling the advanced treatment of internal energy coupling and nonequilibrium dissociation predictions. Second, a hybrid coarse-graining model is proposed by combining a graph-based approach optimized globally for a wide range of temperatures with a centrifugal-barrier-based coarse-graining method. The proposed reduced-order models offer significantly improved accuracy in predicting nonequilibrium energy transfer and dissociation dynamics compared to the existing coarse-graining and 2T models in previous studies. In addition, aerothermal heating prediction relevant to Uranus planetary entry reveals a 16.5% discrepancy in convective heat flux compared to the present modified 2T approach with the existing 2T, demonstrating the importance of accurate modeling of chemical kinetics in the [Formula: see text] system.

AIAA Journal
Korea Advanced Institute of Science and Technology (KR)
Air Force Office of Scientific Research
Affordable and clean energy
Openalex Percentile: Top 6%
Gas Dynamics and Kinetic Theory
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