Archivio Istituzionale della RicercaPISCITELLI, MARCO SAVINO
PISCITELLI, MARCO SAVINO
Dipartimento Energia
038021
Data-driven fault detection and diagnosis: research and applications for HVAC systems in buildings
2023 Rosato, A.; Piscitelli, M. S.; Capozzoli, A.
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.
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
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.
Enhancing energy management in buildings through data analytics technologies
2020 Piscitelli, MARCO SAVINO
Advanced Control Strategies For The Modulation of Solar Radiation In Buildings: MPC-enhanced Rule-based Control
2020 Piscitelli, MARCO SAVINO; Brandi, Silvio; Gennaro, Giovanni; Capozzoli, Alfonso; Favoino, Fabio; Serra, Valentina
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.
Deep reinforcement learning to optimise indoor temperature control and heating energy consumption in buildings
2020 Brandi, S.; Piscitelli, M. S.; Martellacci, M.; Capozzoli, A.
Enhancing operational performance of AHUs through an advanced fault detection and diagnosis process based on temporal association and decision rules
2020 Piscitelli, M. S.; Mazzarelli, D. M.; Capozzoli, A.
The impact of stakeholder preferences in multicriteria evaluation for the retrofitting of office buildings in Italy
2020 Pinto, G.; Capozzoli, A.; Piscitelli, M. S.; Savoldi, L.
Recognition and classification of typical load profiles in buildings with non-intrusive learning approach
2019 Piscitelli, M. S.; Brandi, S.; Capozzoli, A.
Towards an Automated, Fast and Interpretable Estimation Model of Heating Energy Demand: A Data-Driven Approach Exploiting Building Energy Certificates
2019 Attanasio, Antonio; Piscitelli, Marco; Chiusano, Silvia; Capozzoli, Alfonso; Cerquitelli, Tania
Automated load pattern learning and anomaly detection for enhancing energy management in smart buildings
2018 Capozzoli, Alfonso; Piscitelli, Marco Savino; Brandi, Silvio; Grassi, Daniele; Chicco, Gianfranco
Data analytics for occupancy pattern learning to reduce the energy consumption of HVAC systems in office buildings
2017 Capozzoli, Alfonso; Piscitelli, MARCO SAVINO; Gorrino, Alice; Ballarini, Ilaria; Corrado, Vincenzo
Exploring energy certificates of buildings through unsupervised data mining techniques
2017 DI CORSO, Evelina; Cerquitelli, Tania; Piscitelli, MARCO SAVINO; Capozzoli, Alfonso
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| 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. + | - |
| 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. + | 1-s2.0-S037877882200473X-main.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. + | manuscript.pdf; 1-s2.0-S0957417422009526-main.pdf; 1-s2.0-S0957417422009526-main.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 |
| 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 |
| Enhancing energy management in buildings through data analytics technologies / Piscitelli, MARCO SAVINO. - (2020 Jul 08), pp. 1-219. | 8-lug-2020 | PISCITELLI, MARCO SAVINO | PhD_thesis_Piscitelli.pdf; Abstract_PhD_thesis_Piscitelli.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 | - |
| 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 |
| 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.pdf; deep reinforcement learning.pdf |
| Enhancing operational performance of AHUs through an advanced fault detection and diagnosis process based on temporal association and decision rules / Piscitelli, M. S.; Mazzarelli, D. M.; Capozzoli, A.. - In: ENERGY AND BUILDINGS. - ISSN 0378-7788. - STAMPA. - 226:(2020), p. 110369. [10.1016/j.enbuild.2020.110369] | 1-gen-2020 | Piscitelli M. S.Capozzoli A. + | Manuscript_final_without changes marked (post print).pdf; 1-s2.0-S0378778819334619-main.pdf |
| The impact of stakeholder preferences in multicriteria evaluation for the retrofitting of office buildings in Italy / Pinto, G.; Capozzoli, A.; Piscitelli, M. S.; Savoldi, L.. - STAMPA. - 163:(2020), pp. 581-591. ((Intervento presentato al convegno 11th International Conference on Sustainability and Energy in Buildings, SEB 2019 tenutosi a Budapest (HUN) nel 4th -5th July 2019 [10.1007/978-981-32-9868-2_49]. | 1-gen-2020 | Pinto G.Capozzoli A.Piscitelli M. S.Savoldi L. | The impact of stakeholder preferences in multicriteria evaluation for the retrofitting of office buildings in Italy.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.pdf; Manuscript_with no changes marked .pdf |
| Towards an Automated, Fast and Interpretable Estimation Model of Heating Energy Demand: A Data-Driven Approach Exploiting Building Energy Certificates / Attanasio, Antonio; Piscitelli, Marco; Chiusano, Silvia; Capozzoli, Alfonso; Cerquitelli, Tania. - In: ENERGIES. - ISSN 1996-1073. - STAMPA. - 12:7(2019), pp. 1273-1297. [10.3390/en12071273] | 1-gen-2019 | Attanasio, AntonioPiscitelli, MarcoChiusano, SilviaCapozzoli, AlfonsoCerquitelli, Tania | energies-2019.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 | 1-s2.0-S0360544218309617-main.pdf |
| Data analytics for occupancy pattern learning to reduce the energy consumption of HVAC systems in office buildings / Capozzoli, Alfonso; Piscitelli, MARCO SAVINO; Gorrino, Alice; Ballarini, Ilaria; Corrado, Vincenzo. - In: SUSTAINABLE CITIES AND SOCIETY. - ISSN 2210-6707. - ELETTRONICO. - 35:(2017), pp. 191-208. [10.1016/j.scs.2017.07.016] | 1-gen-2017 | CAPOZZOLI, ALFONSOPISCITELLI, MARCO SAVINOGORRINO, ALICEBALLARINI, ILARIACORRADO, Vincenzo | 1-s2.0-S2210670717301464-main.pdf |
| Exploring energy certificates of buildings through unsupervised data mining techniques / DI CORSO, Evelina; Cerquitelli, Tania; Piscitelli, MARCO SAVINO; Capozzoli, Alfonso. - STAMPA. - (2017), pp. 991-998. ((Intervento presentato al convegno 2017 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData) tenutosi a Exeter, UK nel 21-23 June 2017 [10.1109/iThings-GreenCom-CPSCom-SmartData.2017.152]. | 1-gen-2017 | DI CORSO, EVELINACERQUITELLI, TANIAPISCITELLI, MARCO SAVINOCAPOZZOLI, ALFONSO | smartdata-PDFPubblicato.pdf |