3rd ERCOFTAC Workshop on Machine Learning for Fluid Dynamics

March 6, 2026

Highlights from the 3rd ERCOFTAC Workshop on Machine Learning for Fluid Dynamics

We attended the 3rd European Research Community on Flow, Turbulence and Combustion (ERCOFTAC) Workshop on Machine Learning for Fluid Dynamics, held at Centrum Wiskunde & Informatica (CWI), Amsterdam from 4–6 March 2026. The workshop brought together researchers working on machine learning applications in fluid dynamics, including data-driven closure modelling, reduced-order modelling, and surrogate modelling.

From our group Zhuolin, Baris, and Haochen presented our latest research. Zhuolin spoke on learning a heat-flux closure for jet-in-crossflow, Baris presented our work on turbulence generation and data assimilation in wall-bounded flows using a latent diffusion model, and Haochen introduced our recent efforts to develop a data-driven unified turbulence model through multi-objective learning. Professor Xiao also chaired the Turbulence Modeling–RANS2 session on the second day. The workshop was a valuable opportunity to share our work, exchange ideas with the community, and learn more about the state of the art in machine learning for fluid mechanics.

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