Energy Information Systems

• A portable application framework for energy management and information systems (EMIS) solutions using Brick semantic schema
  Article
  

  Chiosa, Roberto; Piscitelli, Marco Savino; Pritoni, Marco; Capozzoli, Alfonso
  ENERGY AND BUILDINGS
  Elsevier
  Vol.323 pp.18 ISSN:0378-7788 DOI:10.1016/j.enbuild.2024.114802

• Overview on Fault Detection and Diagnosis Methods in Building HVAC Systems: Toward a Hybrid Approach
  Proceeding
  

  Piscitelli, Marco Savino; Hooman, Armin; Rosato, Antonio; Capozzoli, Alfonso
  SMART INNOVATION, SYSTEMS AND TECHNOLOGIES
  In: Sustainability in Energy and Buildings 2023
  Springer Nature Singapore Pte Ltd.
  SEB 2023: Sustainability in energy and buildings 2023 (Bari (Italy)) 18-20 September 2023
  Vol.378 pp.11 (pp.709-719) ISSN:2190-3018 ISBN:9789819985005 DOI:10.1007/978-981-99-8501-2_61

• A holistic time series-based energy benchmarking framework for applications in large stocks of buildings
  Article
  

  Piscitelli, Marco Savino; Giudice, Rocco; Capozzoli, Alfonso
  APPLIED ENERGY
  Elsevier
  Vol.357 pp.24 ISSN:0306-2619 DOI:10.1016/j.apenergy.2023.122550

• Towards automated fault detection and diagnosis in district heating customers: generation and analysis of a labeled dataset with ground truth
  Proceeding
  

  Leiria, D.; Andersen, K. H.; Melgaard, S. P.; Johra, H.; Marszal-Pomianowska, A.; Piscitelli, M. S.; Capozzoli, A.; Pomianowski, M. Z.
  BUILDING SIMULATION CONFERENCE PROCEEDINGS
  In: Building Simulation Conference Proceedings
  IBPSA
  Building Simulation 2023 (Shanghai, China) September 4-6, 2023
  Vol.18 pp.8 (pp.2972-2979) ISSN:2522-2708 DOI:10.26868/25222708.2023.1576

• Leveraging graph convolutional networks for semi-supervised fault diagnosis of HVAC systems in data-scarce contexts
  Article
  

  Fan, C.; Lin, Y.; Piscitelli, M. S.; Chiosa, R.; Wang, H.; Capozzoli, A.; Ma, Y.
  BUILDING SIMULATION
  Springer
  pp.19 ISSN:1996-3599 DOI:10.1007/s12273-023-1041-1

• A review of data-driven fault detection and diagnostics for building HVAC systems
  Article
  

  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.
  APPLIED ENERGY
  Elsevier
  Vol.339 pp.18 ISSN:0306-2619 DOI:10.1016/j.apenergy.2023.121030

• Data-driven fault detection and diagnosis: research and applications for HVAC systems in buildings
  Article
  

  Rosato, A.; Piscitelli, M. S.; Capozzoli, A.
  ENERGIES
  MDPI
  Vol.16 pp.6 ISSN:1996-1073 DOI:10.3390/en16020854

• Experimental assessment of ground-truth faults in a typical single-duct dual-fan air-handling unit under Mediterranean climatic conditions: Impact scenarios of sensors? offset and fans? failure
  Article
  

  Rosato, A; Guarino, F; El Youssef, M; Capozzoli, A; Masullo, M; Maffei, L
  ENERGY AND BUILDINGS
  Elsevier
  Vol.275 pp.20 ISSN:0378-7788 DOI:10.1016/j.enbuild.2022.112492

• Faulty Operation of Coils' and Humidifier Valves in a Typical Air-Handling Unit: Experimental Impact Assessment of Indoor Comfort and Patterns of Operating Parameters under Mediterranean Climatic Conditions
  Article
  

  Rosato, A; Guarino, F; El Youssef, M; Capozzoli, A; Masullo, M; Maffei, L
  ENERGIES
  MDPI
  Vol.15 pp.38 ISSN:1996-1073 DOI:10.3390/en15186781

• Towards a self-tuned data analytics-based process for an automatic context-aware detection and diagnosis of anomalies in building energy consumption timeseries
  Article
  

  Chiosa, R.; Piscitelli, M. S.; Fan, C.; Capozzoli, A.
  ENERGY AND BUILDINGS
  Elsevier
  Vol.270 pp.19 ISSN:0378-7788 DOI:10.1016/j.enbuild.2022.112302

• Bridging the gap between complexity and interpretability of a data analytics-based process for benchmarking energy performance of buildings
  Article
  

  Galli, A.; Piscitelli, M. S.; Moscato, V.; Capozzoli, A.
  EXPERT SYSTEMS WITH APPLICATIONS
  Elsevier Ltd
  Vol.206 pp.17 ISSN:0957-4174 DOI:10.1016/j.eswa.2022.117649

• Transfer learning for smart buildings: A critical review of algorithms, applications, and future perspectives
  Article
  

  Pinto, G.; Wang, Z.; Roy, A.; Hong, T.; Capozzoli, A.
  ADVANCES IN APPLIED ENERGY
  Elsevier Ltd
  Vol.5 pp.23 ISSN:2666-7924 DOI:10.1016/j.adapen.2022.100084

• Data-centric or algorithm-centric: Exploiting the performance of transfer learning for improving building energy predictions in data-scarce context
  Article
  

  Fan, C.; Lei, Y.; Sun, Y.; Piscitelli, M. S.; Chiosa, R.; Capozzoli, A.
  ENERGY
  Elsevier Ltd
  Vol.240 pp.12 ISSN:0360-5442 DOI:10.1016/j.energy.2021.122775

• A data analytics-based energy information system (EIS) tool to perform meter-level anomaly detection and diagnosis in buildings
  Article
  

  Chiosa, R.; Piscitelli, M. S.; Capozzoli, A.
  ENERGIES
  MDPI AG
  Vol.14 pp.28 ISSN:1996-1073 DOI:10.3390/en14010237

• A data analytics-based tool for the detection and diagnosis of anomalous daily energy patterns in buildings
  Article
  

  Piscitelli, M. S.; Brandi, S.; Capozzoli, A.; Xiao, F.
  BUILDING SIMULATION
  Springer
  pp.17 ISSN:1996-3599 DOI:10.1007/s12273-020-0650-1

• A data-driven energy platform: from energy performance certificates to human-readable knowledge through dynamic high-resolution geospatial maps
  Article
  

  Cerquitelli, T.; Corso, E. D.; Proto, S.; Bethaz, P.; Mazzarelli, D.; Capozzoli, A.; Baralis, E.; Mellia, M.; Casagrande, S.; Tamburini, M.
  ELECTRONICS
  MDPI
  Vol.9 pp.26 (pp.1-26) ISSN:2079-9292 DOI:10.3390/electronics9122132

• A glance about the Big Data Analytics in the Oil&Gas industry
  Article
  

  Garcia Navarro, Alberto Manuel; Capozzoli, Alfonso; Rocca, Vera; Romagnoli, Raffaele
  GEAM. GEOINGEGNERIA AMBIENTALE E MINERARIA
  Torino : Associazione mineraria subalpina.
  Vol.2 pp.8 (pp.36-43) ISSN:1121-9041 DOI:10.19199/2020.2.1121-9041.036

• Enhancing operational performance of AHUs through an advanced fault detection and diagnosis process based on temporal association and decision rules
  Article
  

  Piscitelli, M. S.; Mazzarelli, D. M.; Capozzoli, A.
  ENERGY AND BUILDINGS
  Elsevier Ltd
  Vol.226 pp.24 ISSN:0378-7788 DOI:10.1016/j.enbuild.2020.110369

• The impact of stakeholder preferences in multicriteria evaluation for the retrofitting of office buildings in Italy
  Proceeding
  

  Pinto, G.; Capozzoli, A.; Piscitelli, M. S.; Savoldi, L.
  SMART INNOVATION, SYSTEMS AND TECHNOLOGIES
  In: Smart Innovation, Systems and Technologies
  Springer
  11th International Conference on Sustainability and Energy in Buildings, SEB 2019 (Budapest (HUN)) 4th -5th July 2019
  Vol.163 pp.11 (pp.581-591) ISSN:2190-3018 ISBN:9789813298675 DOI:10.1007/978-981-32-9868-2_49

• Visualising high-resolution energy maps through the exploratory analysis of energy performance certificates
  Proceeding
  

  Cerquitelli, T.; Di Corso, E.; Proto, S.; Capozzoli, A.; Mazzarelli, D.; Nasso, A.; Baralis, E.; Mellia, M.; Casagrande, S.; Tamburini, M.
  In: SEST 2019 - 2nd International Conference on Smart Energy Systems and Technologies
  Institute of Electrical and Electronics Engineers Inc. (STATI UNITI D'AMERICA)
  2nd International Conference on Smart Energy Systems and Technologies, SEST 2019 (Porto (Portugal)) 2019
  pp.6 (pp.1-6) ISBN:9781728111568 DOI:10.1109/SEST.2019.8849061

• Recognition and classification of typical load profiles in buildings with non-intrusive learning approach
  Article
  

  Piscitelli, M. S.; Brandi, S.; Capozzoli, A.
  APPLIED ENERGY
  Elsevier Ltd
  Vol.255 pp.17 ISSN:0306-2619 DOI:10.1016/j.apenergy.2019.113727

• Development and evaluation of a comfort-oriented control strategy for thermal management of mixed-mode ventilated buildings
  Article
  

  Fiorentini, Massimo; Serale, G.; Kokogiannakis, G.; Capozzoli, A.; Cooper, P.
  ENERGY AND BUILDINGS
  Elsevier Ltd
  Vol.202 pp.16 ISSN:0378-7788 DOI:10.1016/j.enbuild.2019.109347

• Exploring energy performance certificates through visualization
  Proceeding
  

  Cerquitelli, Tania; DI CORSO, Evelina; Proto, Stefano; Capozzoli, Alfonso; Bellotti, Fabio; Cassese, MARIA GIOVANNA; Baralis, ELENA MARIA; Mellia, Marco; Casagrande, Silvia; Tamburini, Martina
  In: Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference,EDBT/ICDT 2019, Lisbon, Portugal, March 26, 2019.
  CEUR-WS.org
  2nd International Workshop on Big Data Visual Exploration and Analytics (BigVis) (Lisbon, Portugal) March 26, 2019
  Vol.2322 pp.7

• Towards an Automated, Fast and Interpretable Estimation Model of Heating Energy Demand: A Data-Driven Approach Exploiting Building Energy Certificates
  Article
  

  Attanasio, Antonio; Piscitelli, Marco; Chiusano, Silvia; Capozzoli, Alfonso; Cerquitelli, Tania
  ENERGIES
  MDPI
  Vol.12 pp.25 (pp.1273-1297) ISSN:1996-1073 DOI:10.3390/en12071273

• Optimization and Multicriteria Evaluation of Carbon-neutral Technologies for District Heating
  Article
  

  Pinto, Giuseppe; Abdollahi, E; Capozzoli, A.; Savoldi, L.; Lahdelma, R.
  ENERGIES
  Molecular Diversity Preservation International
  Vol.12 pp.21 ISSN:1996-1073 DOI:10.3390/en12091653

• Automated load pattern learning and anomaly detection for enhancing energy management in smart buildings
  Article
  

  Capozzoli, Alfonso; Piscitelli, Marco Savino; Brandi, Silvio; Grassi, Daniele; Chicco, Gianfranco
  ENERGY
  Elsevier Ltd
  Vol.157 pp.17 (pp.336-352) ISSN:0360-5442 DOI:10.1016/j.energy.2018.05.127

• Mining typical load profiles in buildings to support energy management in the smart city context
  Article
  

  Capozzoli, Alfonso; Piscitelli, Marco Savino; Brandi, Silvio
  ENERGY PROCEDIA
  Elsevier
  Vol.134 pp.10 (pp.865-874) ISSN:1876-6102 DOI:10.1016/j.egypro.2017.09.545

• Data analytics for occupancy pattern learning to reduce the energy consumption of HVAC systems in office buildings
  Article
  

  Capozzoli, Alfonso; Piscitelli, MARCO SAVINO; Gorrino, Alice; Ballarini, Ilaria; Corrado, Vincenzo
  SUSTAINABLE CITIES AND SOCIETY
  Elsevier
  Vol.35 pp.18 (pp.191-208) ISSN:2210-6707 DOI:10.1016/j.scs.2017.07.016

• Exploring energy certificates of buildings through unsupervised data mining techniques
  Proceeding
  

  DI CORSO, Evelina; Cerquitelli, Tania; Piscitelli, MARCO SAVINO; Capozzoli, Alfonso
  In: 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)
  IEEE Computer Society (STATI UNITI D'AMERICA)
  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) (Exeter, UK) 21-23 June 2017
  pp.8 (pp.991-998) ISBN:9781538630662 DOI:10.1109/iThings-GreenCom-CPSCom-SmartData.2017.152

• Data mining for energy analysis of a large data set of flats
  Article
  

  Capozzoli, Alfonso; Serale, Gianluca; Piscitelli, MARCO SAVINO; Grassi, Daniele
  PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS. ENGINEERING SUSTAINABILITY
  ICE Publishing
  pp.16 (pp.1-16) ISSN:1478-4629 DOI:10.1680/jensu.15.00051

• MANAGEMENT STRATEGIES FOR THE ENERGY SAVING OF PUBLIC BUILDINGS THROUGH A DECISION SUPPORT SYSTEM
  Article
  

  Capozzoli, Alfonso; Corrado, Vincenzo; Gorrino, Alice; Madrazo, Leandro; Piscitelli, MARCO SAVINO; Sicilia, Álvaro
  NEWDIST
  DIST, Politecnico e Università di Torino
  Vol.Special Issue pp.10 (pp.406-415) ISSN:2283-8791

• A novel methodology for energy performance benchmarking of buildings by means of Linear Mixed Effect Model: The case of space and DHW heating of out-patient Healthcare Centres
  Article
  

  Capozzoli, Alfonso; Piscitelli, MARCO SAVINO; Neri, Francesco; Grassi, Daniele; Serale, Gianluca
  APPLIED ENERGY
  Elsevier
  Vol.171 pp.16 (pp.592-607) ISSN:0306-2619 DOI:10.1016/j.apenergy.2016.03.083

• Enhancing energy efficiency in buildings through innovative data analytics technologies
  Book chapter
  

  Capozzoli, Alfonso; Cerquitelli, Tania; Piscitelli, MARCO SAVINO
  Pervasive Computing Next Generation Platforms for Intelligent Data Collection
  Academic Press (STATI UNITI D'AMERICA)
  pp.37 (pp.353-389) ISBN:9780128036631 DOI:10.1016/B978-0-12-803663-1.00011-5

• Discovering Knowledge from a Residential Building Stock through Data Mining Analysis for Engineering Sustainability
  Article
  

  Capozzoli, Alfonso; Grassi, Daniele; Piscitelli, MARCO SAVINO; Serale, Gianluca
  ENERGY PROCEDIA
  Elsevier
  Vol.83 pp.10 (pp.370-379) ISSN:1876-6102 DOI:10.1016/j.egypro.2015.12.212

• Estimation models of heating energy consumption in schools for local authorities planning
  Article
  

  Capozzoli, Alfonso; Grassi, Daniele; Causone, Francesco
  ENERGY AND BUILDINGS
  Elsevier
  Vol.105 pp.12 (pp.302-313) ISSN:0378-7788 DOI:10.1016/j.enbuild.2015.07.024

• Building fan coil electric consumption analysis with fuzzy approaches for fault detection and diagnosis
  Article
  

  Lauro, Fiorella; Moretti, F.; Capozzoli, Alfonso; Khan, Imran; Pizzuti, S.; Macas, M.; Panzieri, S.
  ENERGY PROCEDIA
  Esevier
  Vol.62 pp.10 (pp.411-420) ISSN:1876-6102 DOI:10.1016/j.egypro.2014.12.403

• Building Energy Management Through Fault Detection Analysis Using Pattern Recognition Techniques Applied on Residual Neural Networks
  Proceeding
  

  Khan, Imran; Capozzoli, Alfonso; Lauro, Fiorella; Corgnati, STEFANO PAOLO; Pizzuti, S.
  COMMUNICATIONS IN COMPUTER AND INFORMATION SCIENCE
  In: Advances in Artificial Life and Evolutionary Computation
  Springer International Publishing
  9th Italian Workshop on Artificial Life and Evolutionary Computation, WIVACE 2014 (Vietri sul Mare) 14-15 May 2014
  Vol.445 pp.12 (pp.1-12) ISSN:1865-0929 ISBN:9783319127446 DOI:10.1007/978-3-319-12745-3_1

• From the architectural model to the energy model: the use of BIM for the evaluation of the energy performance of buildings
  Proceeding
  

  Bavastro, Davide; Capozzoli, Alfonso; Corrado, Vincenzo; DEL GIUDICE, Matteo; Osello, Anna; Rietto, Laura; Vigliani, Elisa
  In: Titolo volume non avvalorato
  University College London (REGNO UNITO DI GRAN BRETAGNA)
  2014 Building Simulation and Optimization Conference (London) 23-24 June 2014
  pp.8

• Indoor lighting fault detection and diagnosis using a data fusion approach
  Proceeding
  

  Marino, F.; Capozzoli, Alfonso; Grossoni, M.; Lauro, Fiorella; Leccese, F.; Moretti, F.; Panzieri, S.; Pizzuti, S.
  WIT TRANSACTIONS ON ECOLOGY AND THE ENVIRONMENT
  In: Energy Production and Management in the 21st Century
  WIT Press
  1st International Conference on Energy Production and Management in the 21st Century: The Quest for Sustainable Energy (Ekateringburg; Russian Federation) 23-25 April 2014
  Vol.190 pp.12 (pp.83-94) ISSN:1743-3541 ISBN:9781845648169 DOI:10.2495/EQ140101

• Fault detection analysis of building energy consumption using Data Mining techniques
  Article
  

  Khan, Imran; Capozzoli, Alfonso; Corgnati, STEFANO PAOLO; Cerquitelli, Tania
  ENERGY PROCEDIA
  ELSEVIER
  Vol.42 pp.10 (pp.557-566) ISSN:1876-6102 DOI:10.1016/j.egypro.2013.11.057

Total: 40