Transfer learning for smart buildings: A critical review of algorithms, applications, and future perspectives G Pinto, Z Wang, A Roy, T Hong, A Capozzoli Advances in Applied Energy 5, 100084, 2022 | 171 | 2022 |
Coordinated energy management for a cluster of buildings through deep reinforcement learning G Pinto, MS Piscitelli, JR Vázquez-Canteli, Z Nagy, A Capozzoli Energy 229, 120725, 2021 | 82 | 2021 |
Data-driven district energy management with surrogate models and deep reinforcement learning G Pinto, D Deltetto, A Capozzoli Applied Energy 304, 117642, 2021 | 79 | 2021 |
Ten questions concerning reinforcement learning for building energy management Z Nagy, G Henze, S Dey, J Arroyo, L Helsen, X Zhang, B Chen, ... Building and Environment 241, 110435, 2023 | 35 | 2023 |
Enhancing energy management in grid-interactive buildings: A comparison among cooperative and coordinated architectures G Pinto, A Kathirgamanathan, E Mangina, DP Finn, A Capozzoli Applied Energy 310, 118497, 2022 | 28 | 2022 |
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 | 26 | 2021 |
Sharing is caring: An extensive analysis of parameter-based transfer learning for the prediction of building thermal dynamics G Pinto, R Messina, H Li, T Hong, MS Piscitelli, A Capozzoli Energy and Buildings 276, 112530, 2022 | 20 | 2022 |
Optimization and multicriteria evaluation of carbon-neutral technologies for district heating G Pinto, E Abdollahi, A Capozzoli, L Savoldi, R Lahdelma Energies 12 (9), 1653, 2019 | 16 | 2019 |
Application of a Stochastic Multicriteria Acceptability Analysis to support decision-making within a macro-scale energy model: Case study of the electrification of the road … D Lerede, G Pinto, M Saccone, C Bustreo, A Capozzoli, L Savoldi Energy 236, 121444, 2021 | 10 | 2021 |
Towards Coordinated Energy Management in Buildings via Deep Reinforcement Learning G Pinto, S Brandi, A Capozzoli, J Vázquez-Canteli, Z Nagy Proceedings of the 15th SDEWES Conference, Cologne, Germany, 1-5, 2020 | 4 | 2020 |
Building thermal dynamics modeling with deep transfer learning using a large residential smart thermostat dataset H Li, G Pinto, MS Piscitelli, A Capozzoli, T Hong Engineering Applications of Artificial Intelligence 130, 107701, 2024 | 3 | 2024 |
Building thermal dynamics modeling with deep learning exploiting large residential smart thermostat dataset H Li, G Pinto, A Capozzoli, T Hong Proceedings of the 9th ACM International Conference on Systems for Energy …, 2022 | 2 | 2022 |
A framework for the design of representative neighborhoods for energy flexibility assessment in CityLearn K Nweye, K Kaspar, G Buscemi, G Pinto, H Li, T Hong, M Ouf, A Capozzoli, ... Proceedings of building simulation 2023: 18th conference of IBPSA, IBPSA …, 2023 | 1 | 2023 |
Optimization and multicriteria evaluation of carbon-neutral heat-only production technologies for district heating in Turin G Pinto Politecnico di Torino, 2019 | 1 | 2019 |
CityLearn v2: Energy-flexible, resilient, occupant-centric, and carbon-aware management of grid-interactive communities K Nweye, K Kaspar, G Buscemi, T Fonseca, G Pinto, D Ghose, ... arXiv preprint arXiv:2405.03848, 2024 | | 2024 |
CityLearn v2: An OpenAI Gym environment for demand response control benchmarking in grid-interactive communities K Nweye, K Kaspar, G Buscemi, G Pinto, H Li, T Hong, M Ouf, A Capozzoli, ... Proceedings of the 10th ACM International Conference on Systems for Energy …, 2023 | | 2023 |
Scaling energy management in buildings with artificial intelligence G Pinto Politecnico di Torino, 2023 | | 2023 |
Implementation of an adaptive control strategy to regulate heating systems in residential building D Borello Politecnico di Torino, 2020 | | 2020 |
Adaptive Control Strategies for enhancing energy efficiency and comfort in buildings D Coraci Politecnico di Torino, 2020 | | 2020 |
The Impact of Stakeholder Preferences in Multicriteria Evaluation for the Retrofitting of Office Buildings in Italy G Pinto, A Capozzoli, MS Piscitelli, L Savoldi Sustainability in Energy and Buildings: Proceedings of SEB 2019, 581-591, 2020 | | 2020 |