We’re pleased to announce that MultiFluidX will be presenting at the 17th World Congress on Computational Mechanics & 10th European Congress on Computational Methods in Applied Sciences and Engineering (WCCM-ECCOMAS 2026), taking place in Munich, Germany.

Presentation: AI-Accelerated CFD for Flash-Boiling Jets: End-to-End Emulation and Hybrid Turbulence Closures Session: MS279D — AI for Computational Fluid Dynamics: Opportunities and Challenges IV When: Monday, July 20, 2026, 17:00–18:30 Where: H4 Hotel München Messe, Room H4-4 (Alois)

About the talk

Flash-boiling jet simulation is computationally demanding, combining rapid phase-change physics with the usual challenges of turbulent multiphase flow. In this talk, we present two complementary approaches that MultiFluidX has developed and deployed in industrial settings to make this class of problem tractable at scale:

  • End-to-end emulation, where a trained model replaces full CFD solves for flash-boiling jets, delivering major speedups while preserving the fidelity needed for design decisions.
  • Hybrid turbulence closures, which integrate machine-learned components into classical turbulence modeling frameworks, improving predictive accuracy in regimes where standard closures underperform.

Together, these methods reflect our broader mission: bringing machine learning into CFD not as a research curiosity, but as a practical tool that shortens design cycles for real industrial applications.

Beyond the talk: sustainable cities with ML-enabled CFD

During the conference, we’ll also be discussing our work on the COSMIC project, which applies ML-enabled CFD models within OpenFOAM to support the design of more sustainable cities — extending the same philosophy of coupling physics-based simulation with machine learning to urban-scale environmental challenges.

Meet us in Munich

We’ll be attending throughout WCCM-ECCOMAS 2026 and are happy to meet at the ICM International Congress Center Messe München to discuss our work, potential collaborations, or how AI-accelerated CFD could apply to your own projects. Get in touch to arrange a time.