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physics.flu-dyn2026
Generating synthetic evolution of turbulent flames with an experimental data-based spatiotemporal diffusion model
Amrit Tarur, Shivam Barwey
In this study, a conditional diffusion model -- a class of generative machine learning models -- is developed to generate synthetic, experimental data-based trajectories of turbule…
physics.flu-dyn2026
A Multimodal Vision Transformer-based Modeling Framework for Prediction of Fluid Flows in Energy Systems
Kiran Yalamanchi, Shivam Barwey, Ibrahim Jarrah +1
Computational fluid dynamics (CFD) simulations of complex fluid flows in energy systems are prohibitively expensive due to strong nonlinearities and multiscale-multiphysics interac…