Archivio Istituzionale della RicercaCAPOZZOLI, ALFONSO
CAPOZZOLI, ALFONSO
Dipartimento Energia
022292
A scalable approach for real-world implementation of deep reinforcement learning controllers in buildings based on online transfer learning: The HiLo case study
2025 Coraci, Davide; Silvestri, Alberto; Razzano, Giuseppe; Fop, Davide; Brandi, Silvio; Borkowski, Esther; Hong, Tianzhen; Schlueter, Arno; Capozzoli, Alfonso
An interpretable data analytics-based energy benchmarking process for supporting retrofit decisions in large residential building stocks
2025 Piscitelli, Marco Savino; Razzano, Giuseppe; Buscemi, Giacomo; Capozzoli, Alfonso
Assessment of Indoor Thermo-Hygrometric Conditions and Energy Demands Associated to Filters and Dampers Faults via Experimental Tests of a Typical Air-Handling Unit During Summer and Winter in Southern Italy
2025 Rosato, Antonio; El Youssef, Mohammad; Mercuri, Rita; Hooman, Armin; Piscitelli, Marco Savino; Capozzoli, Alfonso
Is it returning too hot? Time series segmentation and feature clustering of end-user substation faults in district heating systems
2025 Leiria, Daniel; Johra, Hicham; Anoruo, Justus; Praulins, Imants; Piscitelli, Marco Savino; Capozzoli, Alfonso; Marszal-Pomianowska, Anna; Pomianowski, Michal Zbigniew
Practical deployment of reinforcement learning for building controls using an imitation learning approach
2025 Silvestri, Alberto; Coraci, Davide; Brandi, Silvio; Capozzoli, Alfonso; Schlueter, Arno
Rule extraction from deep reinforcement learning controller and comparative analysis with ASHRAE control sequences for the optimal management of Heating, Ventilation, and Air Conditioning (HVAC) systems in multizone buildings
2025 Razzano, Giuseppe; Brandi, Silvio; Piscitelli, Marco Savino; Capozzoli, Alfonso
A Data-Driven Approach to Evaluate the Smart Readiness Indicator for the Functionality “Respond to Users’ Needs”
2024 Maggiulli, Martina; Piscitelli, Marco Savino; Capozzoli, Alfonso
A Data-Driven Process for Optimal Incentive Sharing in Collective Self-Consumption Groups of Residential Users
2024 Giudice, Rocco; Piscitelli, Marco Savino; Chiosa, Roberto; Capozzoli, Alfonso
A holistic time series-based energy benchmarking framework for applications in large stocks of buildings
2024 Piscitelli, Marco Savino; Giudice, Rocco; Capozzoli, Alfonso
A portable application framework for energy management and information systems (EMIS) solutions using Brick semantic schema
2024 Chiosa, Roberto; Piscitelli, Marco Savino; Pritoni, Marco; Capozzoli, Alfonso
An innovative heterogeneous transfer learning framework to enhance the scalability of deep reinforcement learning controllers in buildings with integrated energy systems
2024 Coraci, Davide; Brandi, Silvio; Hong, Tianzhen; Capozzoli, Alfonso
Building thermal dynamics modeling with deep transfer learning using a large residential smart thermostat dataset
2024 Li, H.; Pinto, G.; Piscitelli, M. S.; Capozzoli, A.; Hong, T.
CityLearn v2: energy-flexible, resilient, occupant-centric, and carbon-aware management of grid-interactive communities
2024 Nweye, Kingsley; Kaspar, Kathryn; Buscemi, Giacomo; Fonseca, Tiago; Pinto, Giuseppe; Ghose, Dipanjan; Duddukuru, Satvik; Pratapa, Pavani; Li, Han; Mohammadi, Javad; Lino Ferreira, Luis; Hong, Tianzhen; Ouf, Mohamed; Capozzoli, Alfonso; Nagy, Zoltan
Effects of occupant thermostat preferences and override behavior on residential demand response in CityLearn
2024 Kaspar, Kathryn; Nweye, Kingsley; Buscemi, Giacomo; Capozzoli, Alfonso; Nagy, Zoltan; Pinto, Giuseppe; Eicker, Ursula; Ouf, Mohamed M.
Investigation of ground movements induced by underground gas storages via unsupervised ML methodology applied to InSAR data
2024 Garcia Navarro, Alberto Manuel; Rocca, Vera; Capozzoli, Alfonso; Chiosa, Roberto; Verga, Francesca
Overview on Fault Detection and Diagnosis Methods in Building HVAC Systems: Toward a Hybrid Approach
2024 Piscitelli, Marco Savino; Hooman, Armin; Rosato, Antonio; Capozzoli, Alfonso
Real building implementation of a deep reinforcement learning controller to enhance energy efficiency and indoor temperature control
2024 Silvestri, Alberto; Coraci, Davide; Brandi, Silvio; Capozzoli, Alfonso; Borkowski, Esther; Köhler, Johannes; Wu, Duan; Zeilinger, Melanie N.; Schlueter, Arno
Spatio-Temporal Characterization and Short-term Prediction of Indoor Temperature in Multi-zone Buildings
2024 Piscitelli, Marco Savino; Ye, Qichao; Chiosa, Roberto; Capozzoli, Alfonso
The role of advanced energy management strategies to operate flexibility sources in Renewable Energy Communities
2024 Gallo, Antonio; Capozzoli, Alfonso
Thermofluid dynamics and droplets transport inside a large university classroom: Effects of occupancy rate and volumetric airflow
2024 D'Alicandro, A. C.; Capozzoli, A.; Mauro, A.
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| A scalable approach for real-world implementation of deep reinforcement learning controllers in buildings based on online transfer learning: The HiLo case study / Coraci, Davide; Silvestri, Alberto; Razzano, Giuseppe; Fop, Davide; Brandi, Silvio; Borkowski, Esther; Hong, Tianzhen; Schlueter, Arno; Capozzoli, Alfonso. - In: ENERGY AND BUILDINGS. - ISSN 0378-7788. - 329:(2025). [10.1016/j.enbuild.2024.115254] | 1-gen-2025 | Davide CoraciGiuseppe RazzanoDavide FopSilvio BrandiAlfonso Capozzoli + | 1-s2.0-S0378778824013707-main.pdf |
| An interpretable data analytics-based energy benchmarking process for supporting retrofit decisions in large residential building stocks / Piscitelli, Marco Savino; Razzano, Giuseppe; Buscemi, Giacomo; Capozzoli, Alfonso. - In: ENERGY AND BUILDINGS. - ISSN 0378-7788. - ELETTRONICO. - 328:(2025). [10.1016/j.enbuild.2024.115115] | 1-gen-2025 | Piscitelli, Marco SavinoRazzano, GiuseppeBuscemi, GiacomoCapozzoli, Alfonso | - |
| Assessment of Indoor Thermo-Hygrometric Conditions and Energy Demands Associated to Filters and Dampers Faults via Experimental Tests of a Typical Air-Handling Unit During Summer and Winter in Southern Italy / Rosato, Antonio; El Youssef, Mohammad; Mercuri, Rita; Hooman, Armin; Piscitelli, Marco Savino; Capozzoli, Alfonso. - In: ENERGIES. - ISSN 1996-1073. - ELETTRONICO. - 18:3(2025). [10.3390/en18030618] | 1-gen-2025 | Hooman, ArminPiscitelli, Marco SavinoCapozzoli, Alfonso + | energies-18-00618-v2.pdf |
| Is it returning too hot? Time series segmentation and feature clustering of end-user substation faults in district heating systems / Leiria, Daniel; Johra, Hicham; Anoruo, Justus; Praulins, Imants; Piscitelli, Marco Savino; Capozzoli, Alfonso; Marszal-Pomianowska, Anna; Pomianowski, Michal Zbigniew. - In: APPLIED ENERGY. - ISSN 0306-2619. - ELETTRONICO. - 381:(2025). [10.1016/j.apenergy.2024.125122] | 1-gen-2025 | Piscitelli, Marco SavinoCapozzoli, Alfonso + | 1-s2.0-S0306261924025066-main.pdf |
| Practical deployment of reinforcement learning for building controls using an imitation learning approach / Silvestri, Alberto; Coraci, Davide; Brandi, Silvio; Capozzoli, Alfonso; Schlueter, Arno. - In: ENERGY AND BUILDINGS. - ISSN 0378-7788. - 335:(2025). [10.1016/j.enbuild.2025.115511] | 1-gen-2025 | Davide CoraciSilvio BrandiAlfonso Capozzoli + | - |
| Rule extraction from deep reinforcement learning controller and comparative analysis with ASHRAE control sequences for the optimal management of Heating, Ventilation, and Air Conditioning (HVAC) systems in multizone buildings / Razzano, Giuseppe; Brandi, Silvio; Piscitelli, Marco Savino; Capozzoli, Alfonso. - In: APPLIED ENERGY. - ISSN 0306-2619. - ELETTRONICO. - 381:(2025). [10.1016/j.apenergy.2024.125046] | 1-gen-2025 | Razzano, GiuseppeBrandi, SilvioPiscitelli, Marco SavinoCapozzoli, Alfonso | Manuscript APEN.pdf |
| A Data-Driven Approach to Evaluate the Smart Readiness Indicator for the Functionality “Respond to Users’ Needs” / Maggiulli, Martina; Piscitelli, Marco Savino; Capozzoli, Alfonso. - 378:(2024), pp. 589-599. (Intervento presentato al convegno SEB 2023: Sustainability in energy and buildings 2023 tenutosi a Bari (Italy) nel 18-20 September 2023) [10.1007/978-981-99-8501-2_51]. | 1-gen-2024 | Maggiulli, MartinaPiscitelli, Marco SavinoCapozzoli, Alfonso | 978-981-99-8501-2_51.pdf |
| A Data-Driven Process for Optimal Incentive Sharing in Collective Self-Consumption Groups of Residential Users / Giudice, Rocco; Piscitelli, Marco Savino; Chiosa, Roberto; Capozzoli, Alfonso. - ELETTRONICO. - 553 LNCE:(2024), pp. 19-24. (Intervento presentato al convegno 9th International Building Physics Conference, IBPC 2024 tenutosi a Toronto, Canada nel 25 - 27 July, 2024) [10.1007/978-981-97-8309-0_3]. | 1-gen-2024 | Giudice, RoccoPiscitelli, Marco SavinoChiosa, RobertoCapozzoli, Alfonso | - |
| A holistic time series-based energy benchmarking framework for applications in large stocks of buildings / Piscitelli, Marco Savino; Giudice, Rocco; Capozzoli, Alfonso. - In: APPLIED ENERGY. - ISSN 0306-2619. - ELETTRONICO. - 357:(2024). [10.1016/j.apenergy.2023.122550] | 1-gen-2024 | Piscitelli, Marco SavinoGiudice, RoccoCapozzoli, Alfonso | 1-s2.0-S0306261923019141-main.pdf |
| A portable application framework for energy management and information systems (EMIS) solutions using Brick semantic schema / Chiosa, Roberto; Piscitelli, Marco Savino; Pritoni, Marco; Capozzoli, Alfonso. - In: ENERGY AND BUILDINGS. - ISSN 0378-7788. - 323:(2024). [10.1016/j.enbuild.2024.114802] | 1-gen-2024 | Chiosa, RobertoPiscitelli, Marco SavinoCapozzoli, Alfonso + | 1-s2.0-S0378778824009186-main.pdf |
| 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 |
| Building thermal dynamics modeling with deep transfer learning using a large residential smart thermostat dataset / Li, H.; Pinto, G.; Piscitelli, M. S.; Capozzoli, A.; Hong, T.. - In: ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. - ISSN 0952-1976. - ELETTRONICO. - 130:(2024). [10.1016/j.engappai.2023.107701] | 1-gen-2024 | Pinto G.Piscitelli M. S.Capozzoli A. + | Building thermal dynamics modeling with deep transfer learning using a.pdf |
| CityLearn v2: energy-flexible, resilient, occupant-centric, and carbon-aware management of grid-interactive communities / Nweye, Kingsley; Kaspar, Kathryn; Buscemi, Giacomo; Fonseca, Tiago; Pinto, Giuseppe; Ghose, Dipanjan; Duddukuru, Satvik; Pratapa, Pavani; Li, Han; Mohammadi, Javad; Lino Ferreira, Luis; Hong, Tianzhen; Ouf, Mohamed; Capozzoli, Alfonso; Nagy, Zoltan. - In: JOURNAL OF BUILDING PERFORMANCE SIMULATION. - ISSN 1940-1493. - ELETTRONICO. - (2024). [10.1080/19401493.2024.2418813] | 1-gen-2024 | Buscemi, GiacomoPinto, GiuseppeCapozzoli, Alfonso + | - |
| Effects of occupant thermostat preferences and override behavior on residential demand response in CityLearn / Kaspar, Kathryn; Nweye, Kingsley; Buscemi, Giacomo; Capozzoli, Alfonso; Nagy, Zoltan; Pinto, Giuseppe; Eicker, Ursula; Ouf, Mohamed M.. - In: ENERGY AND BUILDINGS. - ISSN 0378-7788. - ELETTRONICO. - 324:(2024). [10.1016/j.enbuild.2024.114830] | 1-gen-2024 | Buscemi, GiacomoCapozzoli, AlfonsoPinto, Giuseppe + | - |
| Investigation of ground movements induced by underground gas storages via unsupervised ML methodology applied to InSAR data / Garcia Navarro, Alberto Manuel; Rocca, Vera; Capozzoli, Alfonso; Chiosa, Roberto; Verga, Francesca. - In: GAS SCIENCE AND ENGINEERING. - ISSN 2949-9089. - 125:(2024), pp. 1-20. [10.1016/j.jgsce.2024.205293] | 1-gen-2024 | Garcia Navarro, Alberto ManuelRocca, VeraCapozzoli, AlfonsoChiosa, RobertoVerga, Francesca | 1-s2.0-S294990892400089X-main_compressed.pdf; Navarro_et_al2023_Manuscript_CLEAN_REVISION_18032024.docx |
| Overview on Fault Detection and Diagnosis Methods in Building HVAC Systems: Toward a Hybrid Approach / Piscitelli, Marco Savino; Hooman, Armin; Rosato, Antonio; Capozzoli, Alfonso. - 378:(2024), pp. 709-719. (Intervento presentato al convegno SEB 2023: Sustainability in energy and buildings 2023 tenutosi a Bari (Italy) nel 18-20 September 2023) [10.1007/978-981-99-8501-2_61]. | 1-gen-2024 | Piscitelli, Marco SavinoCapozzoli, Alfonso + | - |
| 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 |
| Spatio-Temporal Characterization and Short-term Prediction of Indoor Temperature in Multi-zone Buildings / Piscitelli, Marco Savino; Ye, Qichao; Chiosa, Roberto; Capozzoli, Alfonso. - ELETTRONICO. - 555 LNCE:(2024), pp. 154-160. (Intervento presentato al convegno 9th International Building Physics Conference, IBPC 2024 tenutosi a Toronto, Canada nel 25 - 27 July, 2024) [10.1007/978-981-97-8317-5_24]. | 1-gen-2024 | Piscitelli, Marco SavinoChiosa, RobertoCapozzoli, Alfonso + | - |
| The role of advanced energy management strategies to operate flexibility sources in Renewable Energy Communities / Gallo, Antonio; Capozzoli, Alfonso. - In: ENERGY AND BUILDINGS. - ISSN 0378-7788. - ELETTRONICO. - 325:(2024). [10.1016/j.enbuild.2024.115043] | 1-gen-2024 | Gallo, AntonioCapozzoli, Alfonso | - |
| Thermofluid dynamics and droplets transport inside a large university classroom: Effects of occupancy rate and volumetric airflow / D'Alicandro, A. C.; Capozzoli, A.; Mauro, A.. - In: JOURNAL OF AEROSOL SCIENCE. - ISSN 0021-8502. - 175:(2024). [10.1016/j.jaerosci.2023.106285] | 1-gen-2024 | Capozzoli A. + | 1-s2.0-S0021850223001507-main.pdf |