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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Cardiac Pathology Recognition

ModelFLOWs-cardiac CFD & High-Fidelity Simulations for dynamics of blood flow in the left ventricle of the heart.

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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 Recognition

ModelFLOWs-cardiac AI: 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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Accelerate CFD

Frameworks to accelerate CFD simulations.

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Flow Patterns in Complex Flows

Identifying flow structures in non-Newtonian and multiphase flows.

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Reduced Order Models for Combustion

Building ROMs for reactive flows.

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