3 papers
physics.chem-ph2025
Impact of Ethanol and Methanol on NOx Emissions in Ammonia-Methane Combustion: ReaxFF Simulations and ML-Based Extrapolation
Amirali Shateri, Zhiyin Yang, Jianfei Xie
The development of ammonia-methane (NH3-CH4) combustion as a hydrogen-carrier energy source faces major challenges such as significant NOx emissions, hindering its practical implem…
physics.chem-ph2025
Alcohol additives to enhance ammonia-methane combustion efficiency and reduce emissions: A reactive force field analysis
Amirali Shateri, Zhiyin Yang, Jianfei Xie +1
Exploring the impact of alcohol additives on combustion and pyrolysis of ammonia/methane is of great importance in the pursuit of sustainable energy technologies. This work employs…
physics.flu-dyn2025
Machine learning-based prediction of species mass fraction and flame characteristics in partially premixed turbulent jet flame
Amirali Shateri, Zhiyin Yang, Jianfei Xie
This study explores the integration of machine learning (ML) techniques with large eddy simulation (LES) for predicting species mass fraction and flame characteristics in partially…