Chemical reaction networks and opportunities for machine learning
Chemical reaction networks (CRNs), defined by sets of species and possible reactions
between them, are widely used to interrogate chemical systems. To capture increasingly …
between them, are widely used to interrogate chemical systems. To capture increasingly …
Fast predictions of reaction barrier heights: toward coupled-cluster accuracy
Quantitative estimates of reaction barriers are essential for develo** kinetic mechanisms
and predicting reaction outcomes. However, the lack of experimental data and the steep …
and predicting reaction outcomes. However, the lack of experimental data and the steep …
Automated Generation of Microkinetics for Heterogeneously Catalyzed Reactions Considering Correlated Uncertainties
The study presents an ab‐initio based framework for the automated construction of
microkinetic mechanisms considering correlated uncertainties in all energetic parameters …
microkinetic mechanisms considering correlated uncertainties in all energetic parameters …
Detailed microkinetics for the oxidation of exhaust gas emissions through automated mechanism generation
Emissions from vehicles contain a variety of pollutants that must be either oxidized or
reduced efficiently in the catalytic converter. Improvements to the catalyst require knowledge …
reduced efficiently in the catalytic converter. Improvements to the catalyst require knowledge …
An experimental and kinetic modeling study on the ignition kinetics of a sustainable aviation fuel and its blends with a traditional RP-3 jet fuel
QD Wang, P Zeng, Q Yao, J Liang, BY Wang, F Huang… - Fuel, 2025 - Elsevier
Sustainable aviation fuel (SAF) is an alternative jet fuel that represents the most viable near-
term solution to decarbonize the aviation industry. The airworthiness certification of SAF …
term solution to decarbonize the aviation industry. The airworthiness certification of SAF …
Automatic mechanism generation involving kinetics of surface reactions with bidentate adsorbates
The open-source Reaction Mechanism Generator (RMG) has been enhanced with new
features to handle multidentate adsorbates. New reaction families have been added based …
features to handle multidentate adsorbates. New reaction families have been added based …
An experimental and kinetic modeling study on the ignition property of an alternative gas to liquid jet fuel
QD Wang, BY Wang, Q Yao, J Liang, P Zeng… - Combustion and …, 2025 - Elsevier
Alternative jet fuel from Fischer-Tropsch (FT) synthesis represents an important kind of
aviation fuel in the near future. However, the combustion properties of FT jet fuel have not …
aviation fuel in the near future. However, the combustion properties of FT jet fuel have not …
High temperature oxidation of residual oil pyrolysis intermediates for modeling gasification and combustion processes
Develo** chemical kinetic models for residual oil pyrolysis, gasification, and combustion is
very challenging due to the large number of components and molecular complexity. This …
very challenging due to the large number of components and molecular complexity. This …
Machine learning from quantum chemistry to predict experimental solvent effects on reaction rates
Fast and accurate prediction of solvent effects on reaction rates are crucial for kinetic
modeling, chemical process design, and high-throughput solvent screening. Despite the …
modeling, chemical process design, and high-throughput solvent screening. Despite the …
Cooling performance of hydrocarbon fuels in the presence of pyrolysis and surface coking in cavity-shaped channels
Regenerative cooling by endothermic hydrocarbon fuels is a promising thermal
management method for aero engines, where the fuel needs to flow in complex cooling …
management method for aero engines, where the fuel needs to flow in complex cooling …