PISCITELLI, MARCO SAVINO
PISCITELLI, MARCO SAVINO
Dipartimento Energia
038021
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 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
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.
How much do carbon emission reduction strategies comply with a sustainable development of the power sector?
2024 Mosso, Daniele; Colucci, Gianvito; Lerede, Daniele; Nicoli, Matteo; Piscitelli, Marco Savino; Savoldi, Laura
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
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.
Leveraging graph convolutional networks for semi-supervised fault diagnosis of HVAC systems in data-scarce contexts
2023 Fan, C.; Lin, Y.; Piscitelli, M. S.; Chiosa, R.; Wang, H.; Capozzoli, A.; Ma, Y.
RECsim—Virtual Testbed for Control Strategies Implementation in Renewable Energy Communities
2023 Gallo, A.; Piscitelli, M. S.; Fenili, L.; Capozzoli, A.
Towards automated fault detection and diagnosis in district heating customers: generation and analysis of a labeled dataset with ground truth
2023 Leiria, D.; Andersen, K. H.; Melgaard, S. P.; Johra, H.; Marszal-Pomianowska, A.; Piscitelli, M. S.; Capozzoli, A.; Pomianowski, M. Z.
Bridging the gap between complexity and interpretability of a data analytics-based process for benchmarking energy performance of buildings
2022 Galli, A.; Piscitelli, M. S.; Moscato, V.; Capozzoli, A.
Data-centric or algorithm-centric: Exploiting the performance of transfer learning for improving building energy predictions in data-scarce context
2022 Fan, C.; Lei, Y.; Sun, Y.; Piscitelli, M. S.; Chiosa, R.; Capozzoli, A.
Sharing is caring: An extensive analysis of parameter-based transfer learning for the prediction of building thermal dynamics
2022 Pinto, Giuseppe; Messina, Riccardo; Li, Han; Hong, Tianzhen; Piscitelli, Marco Savino; Capozzoli, Alfonso
Towards a self-tuned data analytics-based process for an automatic context-aware detection and diagnosis of anomalies in building energy consumption timeseries
2022 Chiosa, R.; Piscitelli, M. S.; Fan, C.; Capozzoli, A.
A data analytics-based energy information system (EIS) tool to perform meter-level anomaly detection and diagnosis in buildings
2021 Chiosa, R.; Piscitelli, M. S.; Capozzoli, A.
Coordinated energy management for a cluster of buildings through deep reinforcement learning
2021 Pinto, G.; Piscitelli, M. S.; Vazquez-Canteli, J. R.; Nagy, Z.; Capozzoli, A.
Exploring the potentialities of deep reinforcement learning for incentive-based demand response in a cluster of small commercial buildings
2021 Deltetto, D.; Coraci, D.; Pinto, G.; Piscitelli, M. S.; Capozzoli, A.
Online implementation of a soft actor-critic agent to enhance indoor temperature control and energy efficiency in buildings
2021 Coraci, D.; Brandi, S.; Piscitelli, M. S.; Capozzoli, A.
A data analytics-based tool for the detection and diagnosis of anomalous daily energy patterns in buildings
2020 Piscitelli, M. S.; Brandi, S.; Capozzoli, A.; Xiao, F.
Citazione | Data di pubblicazione | Autori | File |
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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 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 |
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 |
How much do carbon emission reduction strategies comply with a sustainable development of the power sector? / Mosso, Daniele; Colucci, Gianvito; Lerede, Daniele; Nicoli, Matteo; Piscitelli, Marco Savino; Savoldi, Laura. - In: ENERGY REPORTS. - ISSN 2352-4847. - ELETTRONICO. - 11:(2024), pp. 3064-3087. [10.1016/j.egyr.2024.02.056] | 1-gen-2024 | Mosso, DanieleColucci, GianvitoLerede, DanieleNicoli, MatteoPiscitelli, Marco SavinoSavoldi, Laura | 1-s2.0-S2352484724001379-main.pdf |
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 + | - |
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 |
Leveraging graph convolutional networks for semi-supervised fault diagnosis of HVAC systems in data-scarce contexts / Fan, C.; Lin, Y.; Piscitelli, M. S.; Chiosa, R.; Wang, H.; Capozzoli, A.; Ma, Y.. - In: BUILDING SIMULATION. - ISSN 1996-3599. - (2023). [10.1007/s12273-023-1041-1] | 1-gen-2023 | Piscitelli M. S.Chiosa R.Capozzoli A. + | Manuscript.pdf; s12273-023-1041-1.pdf |
RECsim—Virtual Testbed for Control Strategies Implementation in Renewable Energy Communities / Gallo, A.; Piscitelli, M. S.; Fenili, L.; Capozzoli, A.. - 336 SIST:(2023), pp. 313-323. (Intervento presentato al convegno SEB 2022: Sustainability in energy and buildings 2022 tenutosi a Split, Croatia nel 14-16 September) [10.1007/978-981-19-8769-4_30]. | 1-gen-2023 | Gallo A.Piscitelli M. S.Capozzoli A. + | seb22f-047.pdf |
Towards automated fault detection and diagnosis in district heating customers: generation and analysis of a labeled dataset with ground truth / Leiria, D.; Andersen, K. H.; Melgaard, S. P.; Johra, H.; Marszal-Pomianowska, A.; Piscitelli, M. S.; Capozzoli, A.; Pomianowski, M. Z.. - In: BUILDING SIMULATION CONFERENCE PROCEEDINGS. - ISSN 2522-2708. - 18:(2023), pp. 2972-2979. (Intervento presentato al convegno Building Simulation 2023 tenutosi a Shanghai, China nel September 4-6, 2023) [10.26868/25222708.2023.1576]. | 1-gen-2023 | Piscitelli M. S.Capozzoli A. + | Towards-automated-fault-detection-and-diagnosis-in-district-heating-customers-generation-and-analysis-of-a-labeled-dataset-with-ground-truth.pdf |
Bridging the gap between complexity and interpretability of a data analytics-based process for benchmarking energy performance of buildings / Galli, A.; Piscitelli, M. S.; Moscato, V.; Capozzoli, A.. - In: EXPERT SYSTEMS WITH APPLICATIONS. - ISSN 0957-4174. - ELETTRONICO. - 206:(2022), p. 117649. [10.1016/j.eswa.2022.117649] | 1-gen-2022 | Piscitelli M. S.Capozzoli A. + | 1-s2.0-S0957417422009526-main.pdf; postprint.pdf |
Data-centric or algorithm-centric: Exploiting the performance of transfer learning for improving building energy predictions in data-scarce context / Fan, C.; Lei, Y.; Sun, Y.; Piscitelli, M. S.; Chiosa, R.; Capozzoli, A.. - In: ENERGY. - ISSN 0360-5442. - ELETTRONICO. - 240:(2022), p. 122775. [10.1016/j.energy.2021.122775] | 1-gen-2022 | Piscitelli M. S.Chiosa R.Capozzoli A. + | 1-s2.0-S0360544221030243-main.pdf |
Sharing is caring: An extensive analysis of parameter-based transfer learning for the prediction of building thermal dynamics / Pinto, Giuseppe; Messina, Riccardo; Li, Han; Hong, Tianzhen; Piscitelli, Marco Savino; Capozzoli, Alfonso. - In: ENERGY AND BUILDINGS. - ISSN 0378-7788. - ELETTRONICO. - 276:(2022), p. 112530. [10.1016/j.enbuild.2022.112530] | 1-gen-2022 | Pinto, GiuseppeMessina, RiccardoPiscitelli, Marco SavinoCapozzoli, Alfonso + | Sharing is caring.pdf; Postprint author - Sharing is caring.pdf |
Towards a self-tuned data analytics-based process for an automatic context-aware detection and diagnosis of anomalies in building energy consumption timeseries / Chiosa, R.; Piscitelli, M. S.; Fan, C.; Capozzoli, A.. - In: ENERGY AND BUILDINGS. - ISSN 0378-7788. - 270:(2022), p. 112302. [10.1016/j.enbuild.2022.112302] | 1-gen-2022 | Chiosa R.Piscitelli M. S.Capozzoli A. + | manuscript post-print.pdf; 1-s2.0-S037877882200473X-main.pdf |
A data analytics-based energy information system (EIS) tool to perform meter-level anomaly detection and diagnosis in buildings / Chiosa, R.; Piscitelli, M. S.; Capozzoli, A.. - In: ENERGIES. - ISSN 1996-1073. - ELETTRONICO. - 14:1(2021), p. 237. [10.3390/en14010237] | 1-gen-2021 | Chiosa R.Piscitelli M. S.Capozzoli A. | energies-14-00237-v2.pdf |
Coordinated energy management for a cluster of buildings through deep reinforcement learning / Pinto, G.; Piscitelli, M. S.; Vazquez-Canteli, J. R.; Nagy, Z.; Capozzoli, A.. - In: ENERGY. - ISSN 0360-5442. - ELETTRONICO. - 229:(2021), p. 120725. [10.1016/j.energy.2021.120725] | 1-gen-2021 | Pinto G.Piscitelli M. S.Capozzoli A. + | 1-s2.0-S0360544221009737-main(1).pdf; Accepted_manuscript_Energy_2021.pdf |
Exploring the potentialities of deep reinforcement learning for incentive-based demand response in a cluster of small commercial buildings / Deltetto, D.; Coraci, D.; Pinto, G.; Piscitelli, M. S.; Capozzoli, A.. - In: ENERGIES. - ISSN 1996-1073. - ELETTRONICO. - 14:10(2021), p. 2933. [10.3390/en14102933] | 1-gen-2021 | Deltetto D.Coraci D.Pinto G.Piscitelli M. S.Capozzoli A. | energies-14-02933-v2 (1).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.pdf; A data analytics based tool.pdf |