Online transfer learning strategy for enhancing the scalability and deployment of deep reinforcement learning control in smart buildings D Coraci, S Brandi, T Hong, A Capozzoli Applied Energy 333, 120598, 2023 | 49 | 2023 |
Online implementation of a soft actor-critic agent to enhance indoor temperature control and energy efficiency in buildings D Coraci, S Brandi, MS Piscitelli, A Capozzoli Energies 14 (4), 997, 2021 | 44 | 2021 |
Exploring the potentialities of deep reinforcement learning for incentive-based demand response in a cluster of small commercial buildings D Deltetto, D Coraci, G Pinto, MS Piscitelli, A Capozzoli Energies 14 (10), 2933, 2021 | 31 | 2021 |
Effective pre-training of a deep reinforcement learning agent by means of long short-term memory models for thermal energy management in buildings D Coraci, S Brandi, A Capozzoli Energy Conversion and Management 291, 117303, 2023 | 23 | 2023 |
An innovative heterogeneous transfer learning framework to enhance the scalability of deep reinforcement learning controllers in buildings with integrated energy systems D Coraci, S Brandi, T Hong, A Capozzoli Building Simulation, 2024 | 6 | 2024 |
Energy management of a residential heating system through deep reinforcement learning S Brandi, D Coraci, D Borello, A Capozzoli Sustainability in Energy and Buildings 2021, 329-339, 2022 | 6 | 2022 |
Real building implementation of a deep reinforcement learning controller to enhance energy efficiency and indoor temperature control A Silvestri, D Coraci, S Brandi, A Capozzoli, E Borkowski, J Köhler, D Wu, ... Applied Energy 368, 123447, 2024 | 4 | 2024 |
Comparison of two deep reinforcement learning algorithms towards an optimal policy for smart building thermal control A Silvestri, D Coraci, D Wu, E Borkowski, A Schlueter Journal of Physics: Conference Series 2600 (7), 072011, 2023 | 3 | 2023 |
Effective pre-training of a Deep Reinforcement Learning agent by means of Long Short-Term Memory models for thermal energy management in buildings D Coraci, S Brandi, A Capozzoli 17th Conference on Sustainable Development of Energy, Water and Environment …, 2022 | | 2022 |
Adaptive Control Strategies for enhancing energy efficiency and comfort in buildings D Coraci Politecnico di Torino, 2020 | | 2020 |