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2020 – today
- 2024
[j16]Matteo Giuliani
, Andrea Castelletti:
Integrating Inverse Reinforcement Learning and Direct Policy Search for Modeling Multipurpose Water Reservoir Systems. IEEE Control. Syst. Lett. 8: 1529-1534 (2024)- [c7]Davide Spinelli, Matteo Giuliani, Andrea Castelletti:
Ensemble Forecasts with Blocked K-Fold Cross-Validation in Multi-Objective Water Systems Control. ECC 2024: 493-498 - [i3]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 abs/2406.20080 (2024) - 2023
- [j15]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: 442-465 (2023) - 2022
- [j14]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: 105527 (2022) - [j13]Pauline Kergus, Simone Formentin, Matteo Giuliani, Andrea Castelletti:
Learning-based hierarchical control of water reservoir systems. IFAC J. Syst. Control. 19: 100185 (2022) - [j12]Marta Zaniolo, Matteo Giuliani, Andrea Castelletti:
Neuro-Evolutionary Direct Policy Search for Multiobjective Optimal Control. IEEE Trans. Neural Networks Learn. Syst. 33(10): 5926-5938 (2022) - [i2]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 abs/2207.07580 (2022) - 2021
- [j11]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): 2541-2576 (2021) - [c6]Giuseppe Canonaco, Andrea Soprani, Matteo Giuliani, Andrea Castelletti, Manuel Roveri, Marcello Restelli:
Time-variant variational transfer for value functions. UAI 2021: 876-886 - 2020
- [j10]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: 104681 (2020) - [i1]Pauline Kergus, Simone Formentin, Matteo Giuliani, Andrea Castelletti:
Real-time control of water reservoir operations: a learning-based hierarchical approach. CoRR abs/2012.13224 (2020)
2010 – 2019
- 2018
- [j9]Jonathan D. Herman, Matteo Giuliani:
Policy tree optimization for threshold-based water resources management over multiple timescales. Environ. Model. Softw. 99: 39-51 (2018) - [j8]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: 199-212 (2018) - [j7]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: 94-117 (2018) - [j6]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): 1492-1499 (2018) - 2016
- [j5]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: 293-298 (2016) - [j4]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): 1044-1051 (2016) - [c5]Francesco Amigoni, Andrea Castelletti, Paolo Gazzotti, Matteo Giuliani, Emanuele Mason:
Using Multiagent Negotiation to Model Water Resources Systems Operations. AAMAS Workshops (Selected Papers) 2016: 51-72 - [c4]Francesco Amigoni, Andrea Castelletti, Paolo Gazzotti, Matteo Giuliani, Emanuele Mason:
Water Resources Systems Operations via Multiagent Negotiation: (Extended Abstract). AAMAS 2016: 1379-1380 - [c3]Matteo Giuliani, Jacopo Mossina:
Reducing the Intrusiveness of Energy and Water End-Use Disaggregation via Social Media and Users Interactions. EcoMo@ICWSM 2016 - [c2]Andrea Castelletti, Roman Fedorov, Piero Fraternali, Matteo Giuliani:
Multimedia on the Mountaintop: Using Public Snow Images to Improve Water Systems Operation. ACM Multimedia 2016: 948-957 - 2015
- [j3]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: 198-214 (2015) - [c1]Francesco Amigoni, Andrea Castelletti, Matteo Giuliani:
Modeling the Management of Water Resources Systems Using Multi-Objective DCOPs. AAMAS 2015: 821-829 - 2014
- [b1]Matteo Giuliani:
Agent-based water resources management in complex decision-making contexts. Polytechnic University of Milan, Italy, 2014 - [j2]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: 101-114 (2014) - [j1]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, Dimitri 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: 271-299 (2014)
Coauthor Index
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