BRANDI, SILVIO

BRANDI, SILVIO  

Dipartimento Energia  

041274  

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An innovative heterogeneous transfer learning framework to enhance the scalability of deep reinforcement learning controllers in buildings with integrated energy systems / Coraci, Davide; Brandi, Silvio; Hong, Tianzhen; Capozzoli, Alfonso. - In: BUILDING SIMULATION. - ISSN 1996-3599. - (2024). [10.1007/s12273-024-1109-6] 1-gen-2024 Coraci, DavideBrandi, SilvioCapozzoli, Alfonso + An innovative heterogeneous transfer learning framework to enhance the scalability of deep reinforcement learning controllers in buildings with integrated energy systems.pdf
Real building implementation of a deep reinforcement learning controller to enhance energy efficiency and indoor temperature control / Silvestri, Alberto; Coraci, Davide; Brandi, Silvio; Capozzoli, Alfonso; Borkowski, Esther; Köhler, Johannes; Wu, Duan; Zeilinger, Melanie N.; Schlueter, Arno. - In: APPLIED ENERGY. - ISSN 0306-2619. - 368:(2024). [10.1016/j.apenergy.2024.123447] 1-gen-2024 Davide CoraciSilvio BrandiAlfonso Capozzoli + Real building implementation of a deep reinforcement learning controller to enhance energy efficiency and indoor temperature control.pdf
Effective pre-training of a deep reinforcement learning agent by means of long short-term memory models for thermal energy management in buildings / Coraci, D.; Brandi, S.; Capozzoli, A.. - In: ENERGY CONVERSION AND MANAGEMENT. - ISSN 0196-8904. - STAMPA. - 291:(2023). [10.1016/j.enconman.2023.117303] 1-gen-2023 Coraci D.Brandi S.Capozzoli A. Capozzoli-Effective.pdf
Online transfer learning strategy for enhancing the scalability and deployment of deep reinforcement learning control in smart buildings / Coraci, Davide; Brandi, Silvio; Hong, Tianzhen; Capozzoli, Alfonso. - In: APPLIED ENERGY. - ISSN 0306-2619. - STAMPA. - 333:(2023), p. 120598. [10.1016/j.apenergy.2022.120598] 1-gen-2023 Davide CoraciSilvio BrandiAlfonso Capozzoli + 1-s2.0-S0306261922018554-main.pdfOnline transfer learning strategy for enhancing the scalability and deployment of deep reinforcement learning control in smart buildings.pdf
A predictive and adaptive control strategy to optimize the management of integrated energy systems in buildings / Brandi, S.; Gallo, A.; Capozzoli, A.. - In: ENERGY REPORTS. - ISSN 2352-4847. - 8:(2022), pp. 1550-1567. [10.1016/j.egyr.2021.12.058] 1-gen-2022 Brandi S.Gallo A.Capozzoli A. 1-s2.0-S2352484721014979.pdf
Comparison of online and offline deep reinforcement learning with model predictive control for thermal energy management / Brandi, S.; Fiorentini, M.; Capozzoli, A.. - In: AUTOMATION IN CONSTRUCTION. - ISSN 0926-5805. - ELETTRONICO. - 135:(2022), p. 104128. [10.1016/j.autcon.2022.104128] 1-gen-2022 Brandi S.Fiorentini M.Capozzoli A. 1-s2.0-S0926580522000012-main.pdf
Deep Reinforcement Learning-based Control Strategies for Enhancing Energy Management in HVAC Systems / Brandi, Silvio. - (2022 Jul 07), pp. 1-220. 7-lug-2022 BRANDI, SILVIO PhD_Thesis_Brandi.pdfPhD_Thesis_Brandi_Abstract.pdf
Energy Management of a Residential Heating System Through Deep Reinforcement Learning / Brandi, S.; Coraci, D.; Borello, D.; Capozzoli, A.. - STAMPA. - 263:(2022), pp. 329-339. (Intervento presentato al convegno 13th KES International Conference on Sustainability and Energy in Buildings, SEB 2021 nel 2021) [10.1007/978-981-16-6269-0_28]. 1-gen-2022 Brandi S.Coraci D.Capozzoli A. + Energy Management of a Residential Heating System Through Deep Reinforcement Learning.pdf
Online implementation of a soft actor-critic agent to enhance indoor temperature control and energy efficiency in buildings / Coraci, D.; Brandi, S.; Piscitelli, M. S.; Capozzoli, A.. - In: ENERGIES. - ISSN 1996-1073. - 14:4(2021), p. 997. [10.3390/en14040997] 1-gen-2021 Coraci D.Brandi S.Piscitelli M. S.Capozzoli A. energies-14-00997-v2.pdf
A data analytics-based tool for the detection and diagnosis of anomalous daily energy patterns in buildings / Piscitelli, M. S.; Brandi, S.; Capozzoli, A.; Xiao, F.. - In: BUILDING SIMULATION. - ISSN 1996-3599. - (2020). [10.1007/s12273-020-0650-1] 1-gen-2020 Piscitelli M. S.Brandi S.Capozzoli A. + Piscitelli 2020.pdfA data analytics based tool.pdf
Advanced Control Strategies For The Modulation of Solar Radiation In Buildings: MPC-enhanced Rule-based Control / Piscitelli, MARCO SAVINO; Brandi, Silvio; Gennaro, Giovanni; Capozzoli, Alfonso; Favoino, Fabio; Serra, Valentina. - STAMPA. - 16:(2020). (Intervento presentato al convegno International Building Performance Simulation Conference tenutosi a Roma nel September 2019). 1-gen-2020 Marco Savino PiscitelliSilvio BrandiGiovanni GennaroAlfonso CapozzoliFabio FavoinoValentina Serra -
Deep reinforcement learning to optimise indoor temperature control and heating energy consumption in buildings / Brandi, S.; Piscitelli, M. S.; Martellacci, M.; Capozzoli, A.. - In: ENERGY AND BUILDINGS. - ISSN 0378-7788. - 224:(2020), p. 110225. [10.1016/j.enbuild.2020.110225] 1-gen-2020 Brandi S.Piscitelli M. S.Capozzoli A. + brandi 2020.pdfdeep reinforcement learning.pdf
Recognition and classification of typical load profiles in buildings with non-intrusive learning approach / Piscitelli, M. S.; Brandi, S.; Capozzoli, A.. - In: APPLIED ENERGY. - ISSN 0306-2619. - 255:(2019). [10.1016/j.apenergy.2019.113727] 1-gen-2019 Piscitelli M. S.Brandi S.Capozzoli A. 1-s2.0-S030626191931414X-main.pdfManuscript_with no changes marked .pdf
Automated load pattern learning and anomaly detection for enhancing energy management in smart buildings / Capozzoli, Alfonso; Piscitelli, Marco Savino; Brandi, Silvio; Grassi, Daniele; Chicco, Gianfranco. - In: ENERGY. - ISSN 0360-5442. - STAMPA. - 157:(2018), pp. 336-352. [10.1016/j.energy.2018.05.127] 1-gen-2018 Capozzoli, AlfonsoPiscitelli, Marco SavinoBrandi, SilvioGrassi, DanieleChicco, Gianfranco -
Mining typical load profiles in buildings to support energy management in the smart city context / Capozzoli, Alfonso; Piscitelli, Marco Savino; Brandi, Silvio. - In: ENERGY PROCEDIA. - ISSN 1876-6102. - 134:(2017), pp. 865-874. [10.1016/j.egypro.2017.09.545] 1-gen-2017 Capozzoli, AlfonsoPiscitelli, Marco SavinoBRANDI, SILVIO 1-s2.0-S187661021734674X-main.pdf