Distribution of the LES concentration predictions in the input parameter space

PPMLES – Perturbed-Parameter ensemble of MUST Large-Eddy Simulations

his dataset contains an ensemble of large-eddy simulations of atmospheric pollutant dispersion reproducing the MUST field experiment for varying wind meteorological conditons.

September 2024 · Eliott Lumet, Mélanie C. Rochoux, Thomas Jaravel
Reliability diagrams of the surrogate uncertainty estimates.

Uncertainty-aware surrogate modeling for urban air pollutant dispersion prediction

This paper tells the construction and validation of a surrogate model for atmospheric pollutant dispersion. We show that the selected approach is able to embed accurately the uncertainty at stakes.

August 2024 · Eliott Lumet, Mélanie C. Rochoux, Thomas Jaravel, Simon Lacroix