Enhancing deep learning of ammonia/natural gas combustion kinetics via physics-aware data augmentation and scale separation

Ke Xiao, Yangchen Xu, Han Li +1

Accurate and efficient numerical simulation of ammonia combustion is critical for advancing ammonia-based energy systems, where turbulent flame dynamics and pollutant formation str…