Matteo Giuliani

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 24

Top Topics

Dimensionality Reduction

Direct Policy Search

Markov Decision Process

Inverse Reinforcement Learning

Top Venues

Environ. Model. Softw.

IEEE Trans. Control. Syst. Technol.

Publications

Matteo Giuliani, Andrea Castelletti
Integrating Inverse Reinforcement Learning and Direct Policy Search for Modeling Multipurpose Water Reservoir Systems. IEEE Control. Syst. Lett. 8 (2024)
Davide Spinelli, Matteo Giuliani, Andrea Castelletti
Ensemble Forecasts with Blocked K-Fold Cross-Validation in Multi-Objective Water Systems Control. ECC (2024)
Gustau Camps-Valls, Miguel-Ángel Fernández-Torres, Kai-Hendrik Cohrs, Adrian Höhl, Andrea Castelletti, Aytac Pacal, Claire Robin, Francesco Martinuzzi, Ioannis Papoutsis, Ioannis Prapas, Jorge Pérez-Aracil, Katja Weigel, Maria Gonzalez-Calabuig, Markus Reichstein, Martin Rabel, Matteo Giuliani, Miguel D. Mahecha, Oana-Iuliana Popescu, Oscar J. Pellicer-Valero, Said Ouala, Sancho Salcedo-Sanz, Sebastian Sippel, Spyros Kondylatos, Tamara Happé, Tristan Williams
AI for Extreme Event Modeling and Understanding: Methodologies and Challenges. CoRR (2024)
Andrea Castelletti, Andrea Ficchì, Andrea Cominola, Pablo Segovia, Matteo Giuliani, Wenyan Wu, Sergio Lucia, Carlos Ocampo-Martinez, Bart De Schutter, José María Maestre
Model Predictive Control of water resources systems: A review and research agenda. Annu. Rev. Control. 55 (2023)
Pauline Kergus, Simone Formentin, Matteo Giuliani, Andrea Castelletti
Learning-based hierarchical control of water reservoir systems. IFAC J. Syst. Control. 19 (2022)
Sancho Salcedo-Sanz, Jorge Pérez-Aracil, Guido Ascenso, Javier Del Ser, David Casillas-Pérez, Christopher Kadow, Dusan Fister, David Barriopedro, Ricardo García-Herrera, Marcello Restelli, Matteo Giuliani, Andrea Castelletti
Analysis, Characterization, Prediction and Attribution of Extreme Atmospheric Events with Machine Learning: a Review. CoRR (2022)
Sarah Jordan, Julianne D. Quinn, Marta Zaniolo, Matteo Giuliani, Andrea Castelletti
Advancing reservoir operations modelling in SWAT to reduce socio-ecological tradeoffs. Environ. Model. Softw. 157 (2022)
Marta Zaniolo, Matteo Giuliani, Andrea Castelletti
Neuro-Evolutionary Direct Policy Search for Multiobjective Optimal Control. IEEE Trans. Neural Networks Learn. Syst. 33 (10) (2022)
Giuseppe Canonaco, Andrea Soprani, Matteo Giuliani, Andrea Castelletti, Manuel Roveri, Marcello Restelli
Time-variant variational transfer for value functions. UAI (2021)
Amarildo Likmeta, Alberto Maria Metelli, Giorgia Ramponi, Andrea Tirinzoni, Matteo Giuliani, Marcello Restelli
Dealing with multiple experts and non-stationarity in inverse reinforcement learning: an application to real-life problems. Mach. Learn. 110 (9) (2021)
Federico Giudici, Andrea Castelletti, Matteo Giuliani, Holger R. Maier
An active learning approach for identifying the smallest subset of informative scenarios for robust planning under deep uncertainty. Environ. Model. Softw. 127 (2020)
Pauline Kergus, Simone Formentin, Matteo Giuliani, Andrea Castelletti
Real-time control of water reservoir operations: a learning-based hierarchical approach. CoRR (2020)
Matteo Giuliani, Julianne D. Quinn, Jonathan D. Herman, Andrea Castelletti, Patrick M. Reed
Scalable Multiobjective Control for Large-Scale Water Resources Systems Under Uncertainty. IEEE Trans. Control. Syst. Technol. 26 (4) (2018)
Rodney A. Stewart, Khoi Anh Nguyen, Cara D. Beal, Hong Zhang, Oz Sahin, Edoardo Bertone, Abel Silva Vieira, Andrea Castelletti, Andrea Cominola, Matteo Giuliani, Damien Giurco, Michael Blumenstein, Andrea Turner, Ariane Liu, Steven Kenway, Dragan A. Savic, Christos Makropoulos, Panagiotis Kossieris
Integrated intelligent water-energy metering systems and informatics: Visioning a digital multi-utility service provider. Environ. Model. Softw. 105 (2018)
Alessandro Cominola, Matteo Giuliani, Andrea Castelletti, David E. Rosenberg, Adel M. Abdallah
Implications of data sampling resolution on water use simulation, end-use disaggregation, and demand management. Environ. Model. Softw. 102 (2018)
Jonathan D. Herman, Matteo Giuliani
Policy tree optimization for threshold-based water resources management over multiple timescales. Environ. Model. Softw. 99 (2018)
Andrea Castelletti, Roman Fedorov, Piero Fraternali, Matteo Giuliani
Multimedia on the Mountaintop: Using Public Snow Images to Improve Water Systems Operation. ACM Multimedia (2016)
Francesco Amigoni, Andrea Castelletti, Paolo Gazzotti, Matteo Giuliani, Emanuele Mason
Water Resources Systems Operations via Multiagent Negotiation: (Extended Abstract). AAMAS (2016)
Francesco Amigoni, Andrea Castelletti, Paolo Gazzotti, Matteo Giuliani, Emanuele Mason
Using Multiagent Negotiation to Model Water Resources Systems Operations. AAMAS Workshops (Selected Papers) (2016)
Matteo Giuliani, Jacopo Mossina
Reducing the Intrusiveness of Energy and Water End-Use Disaggregation via Social Media and Users Interactions. EcoMo@ICWSM (2016)
Dario Piga, Andrea Cominola, Matteo Giuliani, Andrea Castelletti, Andrea Emilio Rizzoli
Sparse Optimization for Automated Energy End Use Disaggregation. IEEE Trans. Control. Syst. Technol. 24 (3) (2016)
Matteo Giuliani, Y. Li, Alessandro Cominola, Simona Denaro, Emanuele Mason, Andrea Castelletti
A Matlab toolbox for designing Multi-Objective Optimal Operations of water reservoir systems. Environ. Model. Softw. 85 (2016)
Alessandro Cominola, Matteo Giuliani, Dario Piga, Andrea Castelletti, Andrea Emilio Rizzoli
Benefits and challenges of using smart meters for advancing residential water demand modeling and management: A review. Environ. Model. Softw. 72 (2015)
Francesco Amigoni, Andrea Castelletti, Matteo Giuliani
Modeling the Management of Water Resources Systems Using Multi-Objective DCOPs. AAMAS (2015)
Holger R. Maier, Zoran Kapelan, Joseph R. Kasprzyk, Joshua B. Kollat, L. Shawn Matott, Maria C. Cunha, Graeme C. Dandy, Matthew S. Gibbs, Ed Keedwell, Angela Marchi, Avi Ostfeld, Dragan A. Savic, D. P. Solomatine, Jasper A. Vrugt, Aaron C. Zecchin, Barbara S. Minsker, E. J. Barbour, George Kuczera, F. Pasha, Andrea Castelletti, Matteo Giuliani, Patrick M. Reed
Evolutionary algorithms and other metaheuristics in water resources: Current status, research challenges and future directions. Environ. Model. Softw. 62 (2014)
Matteo Giuliani, Stefano Galelli, Rodolfo Soncini-Sessa
A dimensionality reduction approach for many-objective Markov Decision Processes: Application to a water reservoir operation problem. Environ. Model. Softw. 57 (2014)