55 citations · 116 across the 4 of their papers we have counts for
3 papers · 1 filter
An experimental evaluation of Deep Reinforcement Learning algorithms for HVAC control
Antonio Manjavacas, Alejandro Campoy-Nieves, Javier Jiménez-Raboso +2
Heating, Ventilation, and Air Conditioning (HVAC) systems are a major driver of energy consumption in commercial and residential buildings. Recent studies have shown that Deep Rein…
Prediction of wind turbines power with physics-informed neural networks and evidential uncertainty quantification
Alfonso Gijón, Ainhoa Pujana-Goitia, Eugenio Perea +2
The ever-growing use of wind energy makes necessary the optimization of turbine operations through pitch angle controllers and their maintenance with early fault detection. It is c…
Attention-based Convolutional Autoencoders for 3D-Variational Data Assimilation
Julian Mack, Rossella Arcucci, Miguel Molina-Solana +1
We propose a new 'Bi-Reduced Space' approach to solving 3D Variational Data Assimilation using Convolutional Autoencoders. We prove that our approach has the same solution as previ…