Beyond group additivity: Transfer learning for molecular thermochemistry prediction
The accuracy of thermochemical prediction methods is strongly dependent on the size of the
set of training data. Group additivity is an interpretable modeling strategy that can be …
set of training data. Group additivity is an interpretable modeling strategy that can be …
Recent progress toward molecular-level kinetic model for complex hydrocarbon conversion processes
Z Chen, X Zhao, J Wu, C Xu, L Zhang - Chemical Engineering Journal, 2024 - Elsevier
The simulation and optimization of complex molecular conversion systems are one of the
primary challenges in the chemical reaction engineering field. Petroleum refining is a …
primary challenges in the chemical reaction engineering field. Petroleum refining is a …
[PDF][PDF] Discerning complex reaction networks using automated generators
Kinetic models are powerful tools, widely applied in many different fields of chemical
engineering and industrial chemistry. These models are typically expressed as large …
engineering and industrial chemistry. These models are typically expressed as large …
Kinetic modeling with automatic reaction network generator, an application to naphtha steam cracking
Accurate process simulation models of naphtha steam cracking are significant for improving
product yields, reducing energy consumption, and process control. However, the complete …
product yields, reducing energy consumption, and process control. However, the complete …
Role of normal/cyclo-alkane in hydrocarbons pyrolysis process and product distribution
X Hou, Z Ma, B Chen, J Zhang, Y Ning, L Zhao… - Journal of Analytical and …, 2021 - Elsevier
In order to reveal the effects of normal/cyclo-alkane on the pyrolysis process, n-hexane, n-
heptane, cyclohexane, methylcyclohexane and n-hexane/cyclohexane mixtures were …
heptane, cyclohexane, methylcyclohexane and n-hexane/cyclohexane mixtures were …
Learning molecular representations for thermochemistry prediction of cyclic hydrocarbons and oxygenates
MR Dobbelaere, PP Plehiers… - The Journal of …, 2021 - ACS Publications
Accurate thermochemistry estimation of polycyclic molecules is crucial for kinetic modeling
of chemical processes that use renewable and alternative feedstocks. In kinetic model …
of chemical processes that use renewable and alternative feedstocks. In kinetic model …
AC Plasmas Directly Excited in Liquid-Phase Hydrocarbons for H2 and Unsaturated C2 Hydrocarbon Production
N Lim, E McFarland, MJ Gordon - Journal of the American …, 2024 - ACS Publications
AC plasmas directly excited within liquid hydrocarbons were investigated for the production
of hydrogen and unsaturated C2 hydrocarbon in a recirculating liquid “jet” flow configuration …
of hydrogen and unsaturated C2 hydrocarbon in a recirculating liquid “jet” flow configuration …
Thermal decomposition of cyclohexane by flash pyrolysis vacuum ultraviolet photoionization time-of-flight mass spectrometry: a study on the initial unimolecular …
Thermal decomposition of cyclohexane at temperatures up to 1310 K was performed using
flash pyrolysis coupled with vacuum ultraviolet (118.2 nm) photoionization time-of-flight …
flash pyrolysis coupled with vacuum ultraviolet (118.2 nm) photoionization time-of-flight …
Molecular-Level Kinetic Model for Light Hydrocarbon Steam Cracking Based on the SU-BEM Framework
D Xu, X Zhang, Z Chen, L Zhang - ACS omega, 2024 - ACS Publications
In this work, a molecular-level kinetic model of ethane/propane steam cracking was
developed by using a hybrid structural unit-bond electron matrix framework. The molecular …
developed by using a hybrid structural unit-bond electron matrix framework. The molecular …
[HTML][HTML] Production of Aviation Fuel-Range Hydrocarbons Through Catalytic Co-Pyrolysis of Polystyrene and Southern Pine
Sustainable aviation fuels (SAFs), produced from waste and renewable sources, are a
promising means for reducing net greenhouse gas emissions from air travel while still …
promising means for reducing net greenhouse gas emissions from air travel while still …