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Coupled framework

We develop a coupled CFD – deep learning framework where we substitute only the turbulence model of CFD with an MLP

Flow fields from literature

A. Room simulation mixed convection indoor airflow [1]. Data used to train the MLP.

B. Office simulation with displacement ventilation [2].

C. Building array simulation outdoor airflow [3].

Compared to standard CFD simulation using RNG k-ε model the new coupled framework is:

A. 5 % faster*

B. 7 % faster*

C. 2 % faster*

Download presentation from Open Research Day 21 April as pdf.