Archivio Istituzionale della RicercaCASTANGIA, MARCO
CASTANGIA, MARCO
Dipartimento di Automatica e Informatica
066154
Machine learning techniques for the analysis of energy consumption and production
2024 Castangia, Marco
Training Nonintrusive Load Monitoring Algorithms Without Supervision From Submeters
2024 Castangia, Marco; Girmay, Awet Abraha; Camarda, Christian; Patti, Edoardo
Clustering appliance operation modes with unsupervised deep learning techniques
2023 Castangia, Marco; Barletta, Nicola; Camarda, Christian; Quer, Stefano; Macii, Enrico; Patti, Edoardo
Transformer neural networks for interpretable flood forecasting
2023 Castangia, Marco; Grajales, Lina Maria Medina; Aliberti, Alessandro; Rossi, Claudio; Macii, Alberto; Macii, Enrico; Patti, Edoardo
Anomaly detection on household appliances based on variational autoencoders
2022 Castangia, Marco; Sappa, Riccardo; Girmay, Awet Abraha; Camarda, Christian; Macii, Enrico; Patti, Edoardo
Non-intrusive load monitoring techniques for the disaggregation of ON/OFF appliances
2022 Castangia, Marco; Urbanelli, Angelica; Abraha Girmay, Awet; Camarda, Christian; Macii, Enrico; Patti, Edoardo
Solar radiation forecasting with deep learning techniques integrating geostationary satellite images
2022 Gallo, Raimondo; Castangia, Marco; Macii, Alberto; Macii, Enrico; Patti, Edoardo; Aliberti, Alessandro
A compound of feature selection techniques to improve solar radiation forecasting
2021 Castangia, Marco; Aliberti, Alessandro; Bottaccioli, Lorenzo; Macii, Enrico; Patti, Edoardo
Detection of Anomalies in Household Appliances from Disaggregated Load Consumption
2021 Castangia, Marco; Sappa, Riccardo; Abraha Girmay, Awet; Camarda, Christian; Macii, Enrico; Patti, Edoardo
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| Machine learning techniques for the analysis of energy consumption and production / Castangia, Marco. - (2024 Jul 17), pp. 1-176. | 17-lug-2024 | CASTANGIA, MARCO | thesis.pdf; summary.pdf |
| Training Nonintrusive Load Monitoring Algorithms Without Supervision From Submeters / Castangia, Marco; Girmay, Awet Abraha; Camarda, Christian; Patti, Edoardo. - In: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS. - ISSN 1551-3203. - 20:4(2024), pp. 5440-5448. [10.1109/TII.2023.3334279] | 1-gen-2024 | Castangia, MarcoPatti, Edoardo + | NILM.pdf; Training_Nonintrusive_Load_Monitoring_Algorithms_Without_Supervision_From_Submeters.pdf |
| Clustering appliance operation modes with unsupervised deep learning techniques / Castangia, Marco; Barletta, Nicola; Camarda, Christian; Quer, Stefano; Macii, Enrico; Patti, Edoardo. - In: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS. - ISSN 1941-0050. - 19:7(2023), pp. 8196-8204. [10.1109/TII.2022.3217495] | 1-gen-2023 | Marco CastangiaNicola BarlettaChristian CamardaStefano QuerEnrico MaciiEdoardo Patti | CNN_for_appliances_anomalous_detection__REBUTTAL_1_.pdf; Clustering_Appliance_Operation_Modes_With_Unsupervised_Deep_Learning_Techniques.pdf |
| Transformer neural networks for interpretable flood forecasting / Castangia, Marco; Grajales, Lina Maria Medina; Aliberti, Alessandro; Rossi, Claudio; Macii, Alberto; Macii, Enrico; Patti, Edoardo. - In: ENVIRONMENTAL MODELLING & SOFTWARE. - ISSN 1364-8152. - 160:(2023). [10.1016/j.envsoft.2022.105581] | 1-gen-2023 | Castangia, MarcoGrajales, Lina Maria MedinaAliberti, AlessandroMacii, AlbertoMacii, EnricoPatti, Edoardo + | flood_forecasting_final.pdf; 1-s2.0-S136481522200281X-main.pdf |
| Anomaly detection on household appliances based on variational autoencoders / Castangia, Marco; Sappa, Riccardo; Girmay, Awet Abraha; Camarda, Christian; Macii, Enrico; Patti, Edoardo. - In: SUSTAINABLE ENERGY, GRIDS AND NETWORKS. - ISSN 2352-4677. - ELETTRONICO. - 32:(2022). [10.1016/j.segan.2022.100823] | 1-gen-2022 | Castangia, MarcoSappa, RiccardoGirmay, Awet AbrahaCamarda, ChristianMacii, EnricoPatti, Edoardo | anomaly_detection.pdf; 1-s2.0-S2352467722001151-main.pdf |
| Non-intrusive load monitoring techniques for the disaggregation of ON/OFF appliances / Castangia, Marco; Urbanelli, Angelica; Abraha Girmay, Awet; Camarda, Christian; Macii, Enrico; Patti, Edoardo. - In: ENERGY INFORMATICS. - ISSN 2520-8942. - 5:S4(2022). [10.1186/s42162-022-00242-3] | 1-gen-2022 | Castangia, MarcoUrbanelli, AngelicaAbraha Girmay, AwetCamarda, ChristianMacii, EnricoPatti, Edoardo | s42162-022-00242-3.pdf |
| Solar radiation forecasting with deep learning techniques integrating geostationary satellite images / Gallo, Raimondo; Castangia, Marco; Macii, Alberto; Macii, Enrico; Patti, Edoardo; Aliberti, Alessandro. - In: ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. - ISSN 0952-1976. - 116:(2022). [10.1016/j.engappai.2022.105493] | 1-gen-2022 | Gallo, RaimondoCastangia, MarcoMacii, AlbertoMacii, EnricoPatti, EdoardoAliberti, Alessandro | 2022___Gallo___GHI___Satellite_Images___rebuttal.pdf; 1-s2.0-S0952197622004833-main.pdf |
| A compound of feature selection techniques to improve solar radiation forecasting / Castangia, Marco; Aliberti, Alessandro; Bottaccioli, Lorenzo; Macii, Enrico; Patti, Edoardo. - In: EXPERT SYSTEMS WITH APPLICATIONS. - ISSN 0957-4174. - 178:(2021). [10.1016/j.eswa.2021.114979] | 1-gen-2021 | Castangia, MarcoAliberti, AlessandroBottaccioli, LorenzoMacii, EnricoPatti, Edoardo | main.pdf; 1-s2.0-S0957417421004206-main.pdf |
| Detection of Anomalies in Household Appliances from Disaggregated Load Consumption / Castangia, Marco; Sappa, Riccardo; Abraha Girmay, Awet; Camarda, Christian; Macii, Enrico; Patti, Edoardo. - (2021). (Intervento presentato al convegno 4th International Conference on Smart Energy Systems and Technologies (SEST 2021) tenutosi a Vaasa, Finland nel 6-8 September 2021) [10.1109/SEST50973.2021.9543232]. | 1-gen-2021 | Marco CastangiaEnrico MaciiEdoardo Patti + | SEST_2021__NILM-noCR.pdf; Detection_of_Anomalies_in_Household_Appliances_from_Disaggregated_Load_Consumption.pdf |