Picture for Loris Di Natale

Loris Di Natale

Stable Linear Subspace Identification: A Machine Learning Approach

Add code
Nov 20, 2023
Viaarxiv icon

Data-driven adaptive building thermal controller tuning with constraints: A primal-dual contextual Bayesian optimization approach

Add code
Oct 01, 2023
Viaarxiv icon

Towards Scalable Physically Consistent Neural Networks: an Application to Data-driven Multi-zone Thermal Building Models

Add code
Dec 23, 2022
Viaarxiv icon

Efficient Reinforcement Learning (ERL): Targeted Exploration Through Action Saturation

Add code
Nov 30, 2022
Viaarxiv icon

Physically Consistent Neural ODEs for Learning Multi-Physics Systems

Add code
Nov 11, 2022
Viaarxiv icon

Lessons Learned from Data-Driven Building Control Experiments: Contrasting Gaussian Process-based MPC, Bilevel DeePC, and Deep Reinforcement Learning

Add code
May 31, 2022
Figure 1 for Lessons Learned from Data-Driven Building Control Experiments: Contrasting Gaussian Process-based MPC, Bilevel DeePC, and Deep Reinforcement Learning
Figure 2 for Lessons Learned from Data-Driven Building Control Experiments: Contrasting Gaussian Process-based MPC, Bilevel DeePC, and Deep Reinforcement Learning
Figure 3 for Lessons Learned from Data-Driven Building Control Experiments: Contrasting Gaussian Process-based MPC, Bilevel DeePC, and Deep Reinforcement Learning
Figure 4 for Lessons Learned from Data-Driven Building Control Experiments: Contrasting Gaussian Process-based MPC, Bilevel DeePC, and Deep Reinforcement Learning
Viaarxiv icon

Near-optimal Deep Reinforcement Learning Policies from Data for Zone Temperature Control

Add code
Mar 10, 2022
Figure 1 for Near-optimal Deep Reinforcement Learning Policies from Data for Zone Temperature Control
Figure 2 for Near-optimal Deep Reinforcement Learning Policies from Data for Zone Temperature Control
Figure 3 for Near-optimal Deep Reinforcement Learning Policies from Data for Zone Temperature Control
Figure 4 for Near-optimal Deep Reinforcement Learning Policies from Data for Zone Temperature Control
Viaarxiv icon

Physically Consistent Neural Networks for building thermal modeling: theory and analysis

Add code
Dec 06, 2021
Figure 1 for Physically Consistent Neural Networks for building thermal modeling: theory and analysis
Figure 2 for Physically Consistent Neural Networks for building thermal modeling: theory and analysis
Figure 3 for Physically Consistent Neural Networks for building thermal modeling: theory and analysis
Figure 4 for Physically Consistent Neural Networks for building thermal modeling: theory and analysis
Viaarxiv icon