Latent space-based machine learning prediction of coupled flame-flow fields in a hydrogen-enriched syngas combustor

Y Yang, J Zhang, ZX Chen, Y Guan, Q An - International Journal of …, 2024 - Elsevier
In this study, we propose an innovative latent space-based machine learning model to
predict coupled flame-flow fields across various combustion states. This model consists of …

Data-driven identification of the critical transition to thermoacoustic instability in a full-scale solid rocket motor

G Xu, B Wang, P Liu, Y Guan - Physics of Fluids, 2024 - pubs.aip.org
Thermoacoustic instability is a persistent problem frequently observed in various types of
combustors, resulting in damaging consequences. However, our understanding of the …