Institut National de la Recherche Scientifique

Interpretable control rules derived from model predictive control for real-time control in stormwater management

Real-time control of stormwater systems improves flood resilience, yet optimization-based methods, such as model predictive control (MPC), remain difficult to implement due to high computational demands and limited operational transparency. As a result, cities continue to rely on...

Improving reanalysis hub-height wind speeds and wind shear across large spatial domains using near-surface observational networks

Data-driven approaches have emerged as a complementary strategy to physics-based models for learning unresolved processes and parameterization biases in reanalysis products. Most data-driven efforts have focused on improving reanalysis wind speeds at heights where observational d...