3 papers
physics.flu-dyn2026
Data-driven Learning of Probabilistic Model of Binary Droplet Collision for Spray Simulation
Weiming Xu, Tao Yang, Peng Zhang
Binary droplet collisions are ubiquitous in dense sprays. Traditional deterministic models cannot adequately represent transitional and stochastic behaviors of binary droplet colli…
cs.LG2025
Dynamical Mode Recognition of Turbulent Flames in a Swirl-stabilized Annular Combustor by a Time-series Learning Approach
Tao Yang, Weiming Xu, Liangliang Xu +1
Thermoacoustic instability in annular combustors, essential to aero engines and modern gas turbines, can severely impair operational stability and efficiency, accurately recognizin…
physics.flu-dyn2025
Stabilization Analysis and Mode Recognition of Kerosene Supersonic Combustion: A Deep Learning Approach Based on Res-CNN-beta-VAE
Weiming Xu, Tao Yang, Chang Liu +2
The scramjet engine is a key propulsion system for hypersonic vehicles, leveraging supersonic airflow to achieve high specific impulse, making it a promising technology for aerospa…