Ph.D. candidate
in Ingegneria Informatica E Dei Sistemi , 36th cycle (2020-2023)
Department of Control and Computer Engineering (DAUIN)
Research Assistant
Department of Control and Computer Engineering (DAUIN)
Profile
PhD
Thesis title
Machine learning techniques for the analysis of energy consumption and production
Tutors
Teaching
Teachings
Bachelor of Science
- Tecniche di programmazione. A.A. 2022/23, INGEGNERIA INFORMATICA. Collaboratore del corso
- Tecniche di programmazione. A.A. 2021/22, INGEGNERIA INFORMATICA. Collaboratore del corso
- Tecniche di programmazione. A.A. 2020/21, INGEGNERIA INFORMATICA. Collaboratore del corso
Publications
Latest publications View all publications in Porto@Iris
- Castangia, Marco; Grajales, Lina Maria Medina; Aliberti, Alessandro; Rossi, Claudio; ... (2023)
Transformer neural networks for interpretable flood forecasting. In: ENVIRONMENTAL MODELLING & SOFTWARE, vol. 160. ISSN 1364-8152
Contributo su Rivista - Castangia, Marco; Barletta, Nicola; Camarda, Christian; Quer, Stefano; Macii, Enrico; ... (2023)
Clustering appliance operation modes with unsupervised deep learning techniques. In: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, vol. 19, pp. 8196-8204. ISSN 1941-0050
Contributo su Rivista - Gallo, Raimondo; Castangia, Marco; Macii, Alberto; Macii, Enrico; Patti, Edoardo; ... (2022)
Solar radiation forecasting with deep learning techniques integrating geostationary satellite images. In: ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, vol. 116. ISSN 0952-1976
Contributo su Rivista - Castangia, Marco; Sappa, Riccardo; Girmay, Awet Abraha; Camarda, Christian; Macii, ... (2022)
Anomaly detection on household appliances based on variational autoencoders. In: SUSTAINABLE ENERGY, GRIDS AND NETWORKS, vol. 32. ISSN 2352-4677
Contributo su Rivista - Castangia, Marco; Urbanelli, Angelica; Abraha Girmay, Awet; Camarda, Christian; Macii, ... (2022)
Non-intrusive load monitoring techniques for the disaggregation of ON/OFF appliances. In: ENERGY INFORMATICS, vol. 5. ISSN 2520-8942
Contributo su Rivista
Society and Enterprise
Patents and other intellectual properties
- Method for anomaly detection in electric appliances, corresponding system and computer program product. national and international Patent
Inventors: Marco Castangia Edoardo Patti