About

Researcher at IDSIA USI-SUPSI since 2015. Holds a Master’s degree (2012) from the University of Ferrara, with a thesis on the application of heuristic methods for the optimization of image processing algorithms in intraoral scanning applications. Prior to joining IDSIA, he gained industrial experience as a Software and Product Engineer, contributing to R&D activities in both medium and large-sized enterprises. His research aims to apply optimization and machine learning methods in the domains of energy, mobility, and health, with a focus on energy management and electric mobility. In parallel, he is pursuing a PhD on data-centric AI for energy systems since 2025, investigating how data quality, representativeness, and integration affect the performance and reliability of machine learning models. His work aims to develop methodologies for assessing and improving dataset adequacy in energy applications, including building energy consumption and electric vehicle charging data.

Publications

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Francesca Mangili, Marco Derboni, Lorenzo Zambon, Vincenzo Giuffrida, Matteo Salani Energies, 2026
Model Predictive Control LGBM Energy Demand Forecast Peak Shaving Hydropower Plant
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Marco Derboni, Matteo Salani Energy Informatics, 2026
Electric Vehicles Charging Data Open Source Framework Data Processing Data Analysis Forecasting
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Francesca Cellina, Uros Tomic, Raphael Hoerler, Marco Derboni, Vincenzo Giuffrida Travel Behaviour and Society, 2026
Mobility Carpooling Travel Behavior Smart Mobility
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Corrado Cescon, Giuseppe Landolfi, Niko Bonomi, Marco Derboni, Vincenzo Giuffrida, Andrea Emilio Rizzoli, Paolo Maino, Eva Koetsier, Marco Barbero JMIR Preprints, 2024
Pain Drawing Image Processing Body Charts
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Francesca Cellina, Marco Derboni, Vincenzo Giuffrida, Uros Tomic, Raphael Hoerler Travel Behaviour and Society, 2024
Mobility-as-a-Service Carpooling Co-Design Challenges
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Samuel Borroy Vicente, Gregorio Fernández, Noemi Galan, Andrés Llombart Estopiñán, Matteo Salani, Marco Derboni, Vincenzo Giuffrida, Luis Hernández-Callejo Sustainability, 2024
Local Energy Communities Electric Vehicle Distributed Energy Resources Sustainability Flexibility Active System Management Local Energy Markets Local Flexibility Markets
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Marco Barbero, Corrado Cescon, Alessandro Schneebeli, Deborah Falla, Giuseppe Landolfi, Marco Derboni, Vincenzo Giuffrida, Andrea Emilio Rizzoli, Paolo Maino, Eva Koetsier Journal of Pain and Symptom Management, 2024
Pain Reliability Scanning Procedures Pain Drawing
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James Allan, Marco Derboni, Sergio Acero González, Francesca Mangili, Elena Marchiori, Julien Marquant, Edrisi Munoz, Andrea Rizzoli 13. Symposium Communications for Energy Systems (ComForEn 2024), 2024
Linked Data Semantic Technologies Urban Energy Planning Digital Twins Data Platforms Energy Systems
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Roberto Rocchetta, Lorenzo Nespoli, Vasco Medici, Saverio Basso, Marco Derboni, Matteo Salani 33rd European Safety and Reliability Conference (ESREL 2023), 2023
Net-zero energy communities Reinforcement Learning Rule-Based control Emissions Peak shaving Uncertainty
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James Allan, Francesca Mangili, Marco Derboni, Luis Gisler, Ali Hainoun, Andrea Emilio Rizzoli, Luca Ventriglia, Matthias Sulzer Journal of Physics: Conference Series, 2023
Semantic Data Demand Forecasting Data-Driven Framework
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Matteo Salani, Marco Derboni, Andrea Emilio Rizzoli
Real-time emergency system Stochastic event reconstruction Artificial neural network Airborne Toxin dispersion
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César Fernández-de-las-Peñas, Sara Fuensalida-Novo, Ricardo Ortega-Santiago, Juan A. Valera-Calero, Corrado Cescon, Marco Derboni, Vincenzo Giuffrida, Marco Barbero Journal of Clinical Medicine, 2022
COVID-19 Pain Extent Sensitization Post-COVID Pain
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Marco Derboni, Matteo Salani, Andrea Emilio Rizzoli
Smart Grid Algorithms Disaggregation Demand Forecast Scheduling Optimization
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Matteo Salani, Marco Derboni, Davide Rivola, Vasco Medici, Lorenzo Nespoli, Federico Rosato, Andrea Emilio Rizzoli Energy Informatics, 2020
Smart Grids Load Monitoring Demand Side Management
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Francesca Cellina, Marco Derboni, Nikolett Kovacs, Andrea Emilio Rizzoli, Fabio Cartolano TRA2020, the 8th Transport Research Arena, 2020
Public transport Car-pooling Multi-modal routing algorithms Artificial intelligence Field test
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Cristina Rottondi, Marco Derboni, Dario Piga, Andrea Emilio Rizzoli Energy Informatics, 2019
Energy Disaggregation Non intrusive appliance load monitoring Energy Efficiency
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Lorenzo Nespoli, Alessandro Giusti, Nicola Vermes, Marco Derboni, Andrea E. Rizzoli, Luca M. Gambardella, Vasco Medici Computer Science - Research and Development, 2017
Demand Side Management Electric Boilers Distributed
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Vasco Medici, Matteo Salani, Lorenzo Nespoli, Alessandro Giusti, Marco Derboni, Nicola Vermes, Andrea Emilio Rizzoli, Davide Rivola Energy Procedia, 2017
Demand Side Management Decentralized Optimization
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Jafar Jamal, Roberto Montemanni, David Huber, Marco Derboni, Andrea Emilio Rizzoli Journal of Traffic and Logistics Engineering, 2017
Multi-Modal Routing Temporal Networks Time-Dependent Graphs Carpooling
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Marco Derboni, Evelina Lamma, Antonio Zaccaro CEUR Workshop Proceedings, 2012
Heuristic search Simulated Annealing 3D scanner Registration Alignment