Government & Public Sector|Product Engineering

University of Michigan
Urban flow simulation

Simulations were stuck in 2D and took hours. Physics-informed AI now models 3D urban airflow in seconds.

PublishedFeb 4, 2026|1 week ago

Key results

Simulation Capability
3D
vs 2D modeling

Result highlights

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The story

An aerospace engineering research laboratory focused on fluid mechanics and urban airflow simulations for climate resilience.

Traditional computational fluid dynamics methods forced a trade-off between accuracy and speed, restricting models to 2D planes that could not...

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Scope & timeline

  • 10x faster model training

Quotes

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The company

University of Michigan logo

University of Michigan

umich.edu

Public research university with comprehensive academic and graduate programs.

IndustryGovernment & Public Sector
LocationAnn Arbor, MI, USA
Employees10K-50K
Founded1817

Implementation partner

Finnish Center for Artificial Intelligence (FCAI) logo

Finnish Center for Artificial Intelligence (FCAI)

fcai.fi

Provided hands-on engineering assistance for NVIDIA frameworks to the VinuesaLab research team.

IndustryEducation & Training
LocationEspoo, Finland
Employees51-250
Founded2018

100 AI case studies in Government & Public Sector

1,341 AI case studies in Product Engineering