Publications

Journal Papers (Google Citations Profile)

Li, Y., M. Giuliani, and A. Castelletti (2017), A coupled human–natural system to assess the operational value of weather and climate services for agriculture, Hydrology and Earth System Sciences, 21, 4693-4709

Quinn, J., P.M. Reed, M. Giuliani, and A. Castelletti (2017), Rival Framings: A Framework for Discovering how Problem Formulation Uncertainties Shape Risk Management Tradeoffs in Water Resources Systems, Water Resources Research, 53

Giuliani, M., J. Quinn, J. Herman, A. Castelletti, and P.M. Reed (2017), Scalable multi-objective control for large scale water resources systems under uncertainty, IEEE Transactions on Control Systems Technology

Denaro, S., D. Anghileri, M. Giuliani, and A. Castelletti (2017), Informing the operations of water reservoirs over multiple temporal scales by direct use of hydro-meteorological data, Advances in Water Resources, 103, 51–63

Cominola, A., M. Giuliani, D. Piga, A. Castelletti, and A.E. Rizzoli (2017), A Hybrid Signature-based Iterative Disaggregation algorithm for Non-Intrusive Load Monitoring, Applied Energy, 185, 331–344

Giuliani, M., A. Castelletti, R. Fedorov, and P. Fraternali (2016), Using crowdsourced web content for informing water systems operations in snow-dominated catchments, Hydrology and Earth System Sciences, 20, 5049–5062

Giuliani, M., Y. Li, A. Cominola, S. Denaro, E. Mason, and A. Castelletti (2016), A Matlab toolbox for designing Multi-Objective Optimal Operations of water reservoir systems, Environmental Modelling & Software, 85, 293–298

Giuliani, M., Y. Li, A. Castelletti, and C. Gandolfi (2016), A coupled human-natural systems analysis of irrigated agriculture under changing climate, Water Resources Research, 5269286947

Culley, S., S. Noble, A. Yates, M. Timbs, S. Westra, H. Maier, M. Giuliani, and A. Castelletti (2016), A bottom-up approach to identifying the maximum operational adaptive capacity of water resource systems to a changing climate, Water Resources Research, 5267516768

Zatarain-Salazar, J., P. Reed, J. Herman, M. Giuliani, and A. Castelletti (2016), A diagnostic assessment of evolutionary algorithms for multi-objective surface water reservoir control, Advances in Water Resources, 92, 172–185

Giuliani, M., D. Anghileri, P. Vu, A. Castelletti, and R. Soncini-Sessa (2016), Large storage operations under climate change: expanding uncertainties and evolving tradeoffs, Environmental Research Letters, 11(3),

Giuliani, M., and A. Castelletti (2016), Is robustness really robust? How different definitions of robustness impact decision-making under climate change, Climatic Change, 135, 409–424

Piga, D., A. Cominola, M. Giuliani, A. Castelletti, and A.E. Rizzoli (2016), Sparse optimization for automated energy end use disaggregation, IEEE Transactions on Control Systems Technology, 24(3), 1044–1051

Giuliani, M., A. Castelletti, F. Pianosi, E. Mason, and P. Reed (2016), Curses, tradeoffs, and scalable management: advancing evolutionary multi-objective direct policy search to improve water reservoir operations, Journal of Water Resources Planning and Management, 142(2), 04015050

Giuliani, M., F. Pianosi, and A. Castelletti (2015), Making the most of data: an information selection and assessment framework to improve water systems operations, Water Resources Research, 51(11), 9073–9093

Cominola, A., M. Giuliani, D. Piga, A. Castelletti, and A.E. Rizzoli (2015), Benefits and challenges of using smart meters for advancing residential water demand modeling and management: A review, Environmental Modelling & Software, 72, 198–214

Giuliani, M., A. Castelletti, F. Amigoni, and X. Cai (2015), Multiagent Systems and Distributed Constraint Reasoning for Regulatory Mechanism Design in Water Management, Journal of Water Resources Planning and Management, 141(4), 04014068 (2016 Best Research-Oriented Paper Award)

Maier, H.R., Z. Kapelan, J. Kasprzyk, J. Kollat, L.S. Matott, M.C. Cunha, G.C. Dandy, M.S. Gibbs, E. Keedwell, A. Marchi, A. Ostfeld, D. Savic, D.P. Solomatine, J.A. Vrugt, A.C. Zecchin, B.S. Minsker, E.J. Barbour, G. Kuczera, F. Pasha, A. Castelletti, M. Giuliani, and P.M. Reed (2014), Evolutionary algorithms and other metaheuristics in water resources: Current status, research challenges and future directions, Environmental Modelling & Software, 62(0), 271–299

Giuliani, M., J. Herman, A. Castelletti, and P. Reed (2014), Many-objective reservoir policy identification and refinement to reduce policy inertia and myopia in water management, Water Resources Research, 50, 3355–3377

Giuliani, M., S. Galelli, and R. Soncini-Sessa (2014), A dimensionality reduction approach for Many-Objective Markov Decision Processes: application to a water reservoir operation problem, Environmental Modeling & Software, 57, 101–114

Castelletti, A., H. Yajima, M. Giuliani, R. Soncini-Sessa, and E. Weber (2014), Planning the Optimal Operation of a Multi–Outlet Water Reservoir with Water Quality and Quantity Targets, Journal of Water Resources Planning and Management, 140(4), 496-510

Giuliani, M., and A. Castelletti (2013), Assessing the value of cooperation and information exchange in large water resources systems by agent–based optimization, Water Resources Research, 49, 3912–3926

Conference Papers

Castelletti, A., R. Fedorov, P. Fraternali, and M. Giuliani (2016), Multimedia on the mountaintop: Using public snow images to improve water systems operation. In Proceedings of the 2016 ACM on Multimedia Conference, Amsterdam (The Netherlands)

Cominola, A., A. Moro, L. Riva, M. Giuliani, and A. Castelletti (2016), Profiling residential water users’ routines by eigenbehavior modelling, in Proceedings of the 8th International Congress on Environmental Modeling and Software (iEMSs 2016), Toulouse (France)

Cominola, A., M. Giuliani, A. Castelletti, A. Abdallah, and D. Rosenberg (2016), Developing a stochastic simulation model for the generation of residential water end-use demand time series, in Proceedings of the 8th International Congress on Environmental Modeling and Software (iEMSs 2016), Toulouse (France)

Giuliani, M., and J. Mossina (2016), Reducing the Intrusiveness of Energy and Water End-Use Disaggregation via Social Media and Users Interactions, in Proceedings of the workshops of the Tenth International AAAI Conference on Web and Social Media Social Web for Environmental and Ecological Monitoring, Cologne (Germany)

Amigoni, F., A. Castelletti, P. Gazzotti, M. Giuliani, and E. Mason (2016), Using Multiagent Negotiation to Model Water Resources Systems Operations, in Proceedings of the international workshop of the 2016 Autonomous Agents and MultiAgent Systems International Conference on Issues with Deployment of Emerging Agent-based Systems, Singapore (IDEAS/AAMAS 2016 Best Paper Award)

Cominola, A., M. Giuliani, D. Piga, A. Castelletti, A.E. Rizzoli, and M. Anda (2015), Modelling residential water consumers’ behaviors by feature selection and feature weighting, in Proceedings of the 36th IAHR World Congress, The Hague (the Netherlands)

Piga, D., A. Cominola, M. Giuliani, A. Castelletti, and A.E. Rizzoli (2015), A convex optimization approach for automated water and energy end use disaggregation, in Proceedings of the 36th IAHR World Congress, The Hague (the Netherlands)

Amigoni, F., A. Castelletti, and M. Giuliani (2015), Modeling the Management of Water Resources Systems Using Multi-Objective DCOPs, in Proceedings of the 14th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2015), Istanbul (Turkey)

Giuliani, M., E. Mason, A. Castelletti, F. Pianosi, and R. Soncini-Sessa (2014), Universal approximators for direct policy search in multi-purpose water reservoir management: A comparative analysis, in Proceedings of the 19th IFAC World Congress, Cape Town (South Africa)

Giuliani,M.,A.Castelletti,andP.Reed(2014),Improving the protection of aquatic ecosystems by dynamically constraining reservoir operation via direct policy conditioning, in Proceedings of the 19th IFAC World Congress, Cape Town (South Africa)

Beltrame, L., D. Carbonin, S. Galelli, A. Castelletti, and M. Giuliani (2014), Quantifying ENSO impacts at the basin scale using the Iterative Input variable Selection algorithm, in Proceedings of the 7th International Congress on Environmental Modeling and Software (iEMSs 2014), San Diego (CA)

Arias, C., M. Brovelli, and M. Giuliani (2014), A FOSS based web geo-service architecture for data management in complex water resources contexts, in Proceedings of the International Conference on Hydroinformatics (HIC2014), New York (NY)

Biglarbeigi, P., M. Giuliani, and A. Castelletti (2014), Many-objective direct policy search in the Dez and Karoun multireservoir system, Iran, in Proceedings of the World Environmental & Water Resources Congress (ASCE EWRI 2014), Portland (Oregon)

Giuliani, M., A. Castelletti, S. Galelli, R. Soncini-Sessa, and E. Weber (2013), Many-objective operation of selective withdrawal reservoirs including water quality targets, in Proceedings of the World Environmental & Water Resources Congress (ASCE EWRI 2013), Cincinnati (Ohio)

Giuliani, M., A. Castelletti, F. Amigoni, and X. Cai (2012), Multi-Agent Systems optimization for distributed watershed management, in Proceedings of the 6th International Congress on Environmental Modeling and Software (iEMSs 2012), Leipzig (Germany)

Giuliani, M., A. Castelletti, and R. Soncini-Sessa (2012), Multi-Agent Water Resources Management: centralized vs decentralized approach, in Proceedings of the International Conference on Hydroinformatics (HIC2012), Hamburg (Germany)

Anand, A., S. Galelli, M. Giuliani, L. Samavedham, and D. Schwanenberg (2011), Coordinating multiple model predictive controllers for water reservoir networks operation, in Proceedings of the International Congress on Modelling and Simulation (MODSIM2011), Perth (Australia)

Galelli, S., M. Giuliani, and R. Soncini-Sessa (2011), Dealing with many-objectives problems in water resources planning and management, in Proceedings of the 18th IFAC World Congress, Milan (Italy)