Research Applications


Exploring complex physical systems through AI and Simulation

Here is a showcase of the ongoing projects by the ModelFLOWs group members. Choose a topic below to see all related publications and posts.

CFD & High-Fidelity Simulations

Urban Flows Simulation

High-fidelity CFD simulations of city micro-climates and traffic pollution dispersion.

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Combustion Simulation

Complex reactive flows, mixing, and thermal dynamics simulated via CFD and ROMs.

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AI & Data-Driven Models

AI for Urban Flows

Geometry-aware flow generation and sensor-informed data assimilation for wind fields.

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Cardiac Pathology

ModelFLOWs-cardiac: Pattern identification and CVDs prediction using hybrid architecture.

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Air Pollution

Broad pollutant dispersion studies and data imputation models.

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Adaptive Prediction

Coupling CFD solvers with deep learning surrogates for real-time inference.

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