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
BrickLLM: A Python library for generating Brick-compliant RDF graphs using LLMs
2025 Perini, Marco; Antonucci, Daniele; Giudice, Rocco; 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 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
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
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.
Validation of a Model Predictive Control Strategy on a High Fidelity Building Emulator
2024 Fop, D.; Yaghoubi, A. R.; Capozzoli, A.
A review of data-driven fault detection and diagnostics for building HVAC systems
2023 Chen, Z.; O'Neill, Z.; Wen, J.; Pradhan, O.; Yang, T.; Lu, X.; Lin, G.; Miyata, S.; Lee, S.; Shen, C.; Chiosa, R.; Piscitelli, M. S.; Capozzoli, A.; Hengel, F.; Kuhrer, A.; Pritoni, M.; Liu, W.; Clauss, J.; Chen, Y.; Herr, T.
Data-driven fault detection and diagnosis: research and applications for HVAC systems in buildings
2023 Rosato, A.; Piscitelli, M. S.; Capozzoli, 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 |
| BrickLLM: A Python library for generating Brick-compliant RDF graphs using LLMs / Perini, Marco; Antonucci, Daniele; Giudice, Rocco; Piscitelli, Marco Savino; Capozzoli, Alfonso. - In: SOFTWAREX. - ISSN 2352-7110. - ELETTRONICO. - 30:(2025). [10.1016/j.softx.2025.102121] | 1-gen-2025 | Giudice, RoccoPiscitelli, Marco SavinoCapozzoli, Alfonso + | - |
| 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 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 |
| 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 |
| 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 |
| Validation of a Model Predictive Control Strategy on a High Fidelity Building Emulator / Fop, D.; Yaghoubi, A. R.; Capozzoli, A.. - In: ENERGIES. - ISSN 1996-1073. - ELETTRONICO. - 17:20(2024), pp. 1-20. [10.3390/en17205117] | 1-gen-2024 | Fop D.Capozzoli A. + | energies-17-05117.pdf |
| A review of data-driven fault detection and diagnostics for building HVAC systems / Chen, Z.; O'Neill, Z.; Wen, J.; Pradhan, O.; Yang, T.; Lu, X.; Lin, G.; Miyata, S.; Lee, S.; Shen, C.; Chiosa, R.; Piscitelli, M. S.; Capozzoli, A.; Hengel, F.; Kuhrer, A.; Pritoni, M.; Liu, W.; Clauss, J.; Chen, Y.; Herr, T.. - In: APPLIED ENERGY. - ISSN 0306-2619. - ELETTRONICO. - 339:(2023), p. 121030. [10.1016/j.apenergy.2023.121030] | 1-gen-2023 | Chiosa R.Piscitelli M. S.Capozzoli A. + | 1-s2.0-S030626192300394X-main.pdf; A_review_of_data_driven_FDD_for_building_systems-accepted manuscript.pdf |
| Data-driven fault detection and diagnosis: research and applications for HVAC systems in buildings / Rosato, A.; Piscitelli, M. S.; Capozzoli, A.. - In: ENERGIES. - ISSN 1996-1073. - ELETTRONICO. - 16:2(2023), p. 854. [10.3390/en16020854] | 1-gen-2023 | Piscitelli M. S.Capozzoli A. + | Data driven Fault Detection and Diagnosis Research and Applications for HVAC Systems in Buildings.pdf |