Energy-related publications and MSc projects from SAIL members

Manuscripts to obtain a Master degree (TFM) or a Bachelor degree (TFG)

Manuscript	Repo	Year
"Estudio y aplicaciones del aprendizaje por refuerzo para control energético"	https://github.com/Ahmed2BP/TFG-GII	2022
"Deep Reinforcement Learning para control energético eficiente de edificios"	https://github.com/manjavacas/drl-building	2021
"Estimación del impacto de la contaminación ambiental en la salud mediante técnicas Machine Learning"	---tba---	2021
"Deep Learning para la simulación de sistemas físicos"	https://github.com/felixfdlm/deepsim-PINN-Experimentation	2021
"Deep learning for prediction of environmental pollution in London’s underground"	https://adoring-montalcini-3da5d4.netlify.app/	2021
"Aprendizaje por refuerzo profundo para la resolución de juegos"	https://github.com/AlejandroCN7/TFM-MII	2020

Research papers

$\colorbox{yellow}{\color{black}{Building\ Information\ Modeling}}$ $\colorbox{orange}{\color{black}{Building\ Energy\ Management}}$ $\colorbox{green}{\color{black}{Deep\ Reinforcement\ Learning}}$ $\colorbox{pink}{\color{black}{Ontologies}}$ $\colorbox{cyan}{\color{black}{Optimization}}$ $\colorbox{magenta}{\color{black}{Neural\ Networks}}$ $\colorbox{olive}{\color{black}{Prediction}}$ $\colorbox{brown}{\color{black}{Simulation}}$

Tags	Title	Journal	Year
$\colorbox{orange}{\color{black}{\small BEM}}$ $\colorbox{green}{\color{black}{\small DRL}}$	"An experimental evaluation of Deep Reinforcement Learning algorithms for HVAC control"	Artificial Intelligence Review	under review
$\colorbox{magenta}{\color{black}{\small NN}}$	"Physics-informed neural networks for data-driven simulation: advantages, limitations, and opportunities”	Physica A: Statistical Mechanics and its Applications	under review
$\colorbox{orange}{\color{black}{\small BEM}}$	“Big Data Architecture for Building Energy Management Systems”	IEEE Transactions on Industrial Informatics	2022
$\colorbox{magenta}{\color{black}{NN}}$ $\colorbox{olive}{\color{black}{\small Predict}}$	“Hydropower production prediction using Artificial Neural Networks: an Ecuadorian application case”	Neural Computing and Applications	2022
$\colorbox{yellow}{\color{black}{\small BIM}}$ $\colorbox{green}{\color{black}{\small DRL}}$	“Automating look-ahead schedule generation for construction using linked-data and reinforcement learning”	Automation in Construction	2022
$\colorbox{orange}{\color{black}{\small BEM}}$ $\colorbox{green}{\color{black}{\small DRL}}$ $\colorbox{brown}{\color{black}{\small Sim}}$	“CntrlDA: A building energy management control system with real-time adjustments. Application to indoor temperature”	Building and Environment	2022
$\colorbox{orange}{\color{black}{\small BEM}}$ $\colorbox{brown}{\color{black}{\small Sim}}$	“Towards data-driven simulation models for building energy management”	Machine Learning and Data Assimilation for Dynamical Systems	2021
$\colorbox{green}{\color{black}{\small DRL}}$ $\colorbox{brown}{\color{black}{\small Sim}}$	“Sinergym: A Building Simulation and Control Framework for Training Reinforcement Learning Agents”	Procs. 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation	2021
$\colorbox{magenta}{\color{black}{\small NN}}$ $\colorbox{olive}{\color{black}{\small Predict}}$	“Applying transformer to imputation of multivariate energy time series data”	Proceedings of the 38th International Conference on Machine Learning	2021
$\colorbox{cyan}{\color{black}{\small Opt}}$	“Variational Gaussian Process for optimal sensor placement”	Applications of Mathematics	2021
$\colorbox{yellow}{\color{black}{\small BIM}}$ $\colorbox{pink}{\color{black}{\small Onto}}$	”Minimalistic Fuzzy Ontology Reasoning: An application to Building Information Modeling”	Applied Soft Computing	2021

Thanks for reading until here, 🎆 the complete list will be soon available in our web site (still WorkInProgress, though).