Journal Papers | Book Chapters | Conference Papers
Journal Papers
Pérez-Aracil, J., C. Marina, E. Zorita, P. Zaninelli, M. Giuliani, A. Castelletti, P. Gutierrez, and S. Salcedo-Sanz (2024), Autoencoder-based flow-analogue probabilistic reconstruction of heat waves from pressure fields, Annals of the New York Academy of Sciences
Ascenso, G., A. Ficchì, M. Giuliani, E. Scoccimarro, and A. Castelletti (2024), Downscaling, bias correction, and spatial adjustment of extreme tropical cyclone rainfall in ERA5 using deep learning, Weather and Climate Extremes, 46
Jordan, S., J. Quinn, M. Zaniolo, M. Giuliani, and A. Castelletti (2024), Dam Reoperation to Mitigate Changing Climate Extremes in the Omo River Basin, Ethiopia, Journal of Water Resources Planning and Management, 150(11)
Pérez-Aracil, J., D. Fister, C. Marina, C. Peláez-Rodriguez, L. Cornejo-Bueno, P. Gutiérrez, M. Giuliani, A. Castelletti, and S. Salcedo-Sanz (2024), Long-term temperature prediction with hybrid autoencoder algorithms, Applied Computing and Geosciences, 23
Giuliani, M., and A. Castelletti (2024), Integrating Inverse Reinforcement Learning and Direct Policy Search for modeling multipurpose water reservoir systems, IEEE Control Systems Letters, 8, 1529–1534
Giuliani, M. and A. Castelletti (2024), Exploring the Climate Puzzle: A Surprising Twist in Fighting Climate Change, Frontiers for Young Minds, 12:1378858
Arnold, W., M. Giuliani, and A. Castelletti (2024), Floating photovoltaics may reduce the risk of hydro-dominated energy development in Africa, Nature Energy, 9, 602–611
Quinn, J.D., P.M. Reed, M. Giuliani, and A. Castelletti (2024), Average domination: A new multi-objective value metric applied to assess the benefits of forecasts in reservoir operations under different flood design levels, Advances in Water Resources, 185, 104638
Salcedo-Sanz, S., J. Perez-Aracil, G. Ascenso, J. del Ser, D. Casillas-Perez, C. Kadow, D. Fister, D. Barriopedro, R. Garcia-Herrera, M. Giuliani, and A. Castelletti (2023), Analysis, characterization, prediction, and attribution of extreme atmospheric events with machine learning and deep learning techniques: a review, Theoretical and Applied Climatology, 155, 1-44
Crippa, N., M.G. Grillakis, A. Tsilimigkras, G. Yang, M. Giuliani, and A.G. Koutroulis (2023), Seasonal forecast-informed reservoir operation. Potential benefits for a water-stressed Mediterranean basin, Climate Services, 32, 100406
Carlino, A., M. Wildemeersch, C.J. Chawanda, M. Giuliani, S. Sterl, W. Thiery, A. van Griensven, and A. Castelletti (2023), Declining cost of renewables and climate change curb the need for African hydropower expansion, Science, 381, eadf5848
Yang, G., M. Giuliani, and S. Galelli (2023), Valuing the Codesign of Streamflow Forecast and Reservoir Operation Models, Journal of Water Resources Planning and Management, 149(8), 04023037
Cavicchia, L., E. Scoccimarro, G. Ascenso, A. Castelletti, M. Giuliani, and S. Gualdi (2023), Tropical cyclone genesis potential indices in a new high-resolution climate models ensemble: Limitations and way forward, Geophysical Research Letters, 50, e2023GL103001.
Castelletti A., A. Ficchì, A. Cominola, P. Segovia, M. Giuliani, W. Wu, S. Lucia, C. Ocampo-Martinez, B. De Schutter, and J.M. Maestre (2023), Model Predictive Control of water resources systems: A review and research agenda, Annual Reviews in Control, 55, 442-465
Arnold W., J. Zatarain Salazar, A. Carlino, M. Giuliani, and A. Castelletti (2023), Operations eclipse sequencing in multipurpose dam planning, Earth’s Future, 11, e2022EF003186
Valerio, C., M. Giuliani, A. Castelletti, A. Garrido, and L. De Stefano (2023), Multi-objective optimal design of interbasin water transfers: The Tagus-Segura aqueduct (Spain), Journal of Hydrology: Regional Studies, 46, 101339
Yang, G., M. Giuliani, and A. Castelletti (2023), Operationalizing equity in multipurpose water systems, Hydrology and Earth System Sciences, 27, 69–81.
Jordan, S., J. Quinn, M. Zaniolo, M. Giuliani, and A. Castelletti (2022), Advancing reservoir operations modelling in SWAT to reduce socio-ecological tradeoffs, Environmental Modelling & Software, 157
Giuliani, M., M. Zaniolo, S. Sinclair, M. Micotti, J. van Orshoven, P. Burlando, and A. Castelletti (2022), Participatory design of robust and sustainable development pathways in the Omo-Turkana river basin, Journal of Hydrology: Regional Studies, 41
Fletcher, S., A. Hadjimichael, J. Quinn, K. Osman, M. Giuliani, D. Gold, A.J. Figueroa, and B. Gordon (2022), Equity in Water Resources Planning: A Path Forward for Decision Support Modelers, Journal of Water Resources Planning and Management, 148(7)
Giuliani, M., J.R. Lamontagne, M.I. Hejazi, P.M. Reed, and A. Castelletti (2022), Unintended consequences of climate change mitigation for African river basins, Nature Climate Change, 12, 187–192
Kergus, P., S. Formentin, M. Giuliani, and A. Castelletti (2022), Learning-based hierarchical control of water reservoir systems, IFAC Journal of Systems and Control, 100185
Casale, F., F. Fuso, M. Giuliani, A. Castelletti, and D. Bocchiola (2021), Exploring future vulnerabilities of subalpine Italian regulated lakes under different climate scenarios: bottom‐up vs top-down and CMIP5 vs CMIP6, Journal of Hydrology: Regional Studies, 38
Stevanato, N., M.V. Rocco, M.Giuliani, A. Castelletti, and E. Colombo (2021), Advancing the representation of reservoir hydropower in energy systems modelling: The case of Zambezi River Basin, PlosOne, 16(12), e0259876
Giuliani, M., J.R. Lamontagne, P.M. Reed, and A. Castelletti (2021) Confronting conflicting human pressures and a changing world: A state-of-the-art review of optimal reservoir control, Water Resources Research, 0.1029/2021WR029927
Zaniolo, M., M. Giuliani, and A. Castelletti (2021), Policy Representation Learning for multiobjective reservoir policy design with different objective dynamics, Water Resources Research, 10.1029/2020WR029329
Carlino, A., A. De Vita, M. Giuliani, P. Zamberletti, P. Capros., F. Recanati, M. Kannavou, A. Castelletti (2021), Hydroclimatic change challenges the EU planned transition to a carbon neutral electricity system, Environmental Research Letters, 16 104011
Schmitt, R.J.P., M. Giuliani, S. Bizzi, G.M. Kondolf, G.C. Daily, and A. Castelletti (2021), Strategic basin and delta planning increases the resilience of the Mekong Delta under future uncertainty, Proceedings of the National Academy of Sciences, 118 (36)
Zaniolo, M., M. Giuliani, S. Sinclair, P. Burlando, and A. Castelletti (2021), When timing matters—misdesigned dam filling impacts hydropower sustainability, Nature Communications 12
Cominola, A., M. Giuliani, A. Castelletti, P. Fraternali, S. L. Herrera Gonzalez, J. C. Guardiola Herrero, J. Novak, A. E. Rizzoli (2021), Long-term water conservation is fostered by smart meter-based feedback and digital user engagement, npj Clean Water, 4
Zaniolo, M., M. Giuliani, and A. Castelletti (2021), Neuro-Evolutionary Direct Policy Search for Multiobjective Optimal Control, IEEE Transactions on Neural Networks and Learning Systems
Bertoni, F., M. Giuliani, A. Castelletti, and P.M. Reed (2021), Designing with information feedbacks: Forecast informed reservoir sizing and operation, Water Resources Research, 57
Likmeta, A., A.M. Metelli, G. Ramponi, A. Tirinzoni, M. Giuliani, and M. Restelli (2021), Dealing with multiple experts and non-stationarity in inverse reinforcement learning: an application to real-life problems, Machine Learning
Giuliani, M., L. Crochemore, I. Pechlivanidis, and A. Castelletti (2020), From skill to value: isolating the influence of end user behavior on seasonal forecast assessment, Hydrology and Earth System Sciences, 24
Denaro, S., A. Castelletti, M. Giuliani, and G. Characklis (2020), Insurance portfolio diversification through bundling for competing agents exposed to uncorrelated drought and flood risks, Water Resources Research, 56, 1–20
Guimarães Nobre, G., H. de Moel, M. Giuliani, K. Bischiniotis, J.C.J.H. Aerts, and P.J. Ward (2020), What will the weather do? Forecasting flood losses based on oscillation indices, Earth’s Future, 8
Giudici, F., A. Castelletti, M. Giuliani, and H.R. Maier (2020), An active learning approach for identifying the smallest subset of informative scenarios for robust planning under deep uncertainty, Environmental Modelling & Software, 127
Herman, J.D., J.D. Quinn, S. Steinschneider, M. Giuliani, and S. Fletcher (2020), Climate adaptation as a control problem: Review and perspectives on dynamic water resources planning under uncertainty, Water Resources Research, 56
Bertoni, F., M. Giuliani, and A. Castelletti (2020), Integrated Design of Dam Size and Operations via Reinforcement Learning, Journal of Water Resources Planning and Management, 146(4)
Bertoni, F., A. Castelletti, M. Giuliani, and P.M. Reed (2019), Discovering dependencies, trade-offs, and robustness in joint dam design and operation: An ex-post assessment of the Kariba dam, Earth’s Future, 7
Giuliani, M., M. Zaniolo, A. Castelletti, G. Davoli, and P. Block (2019), Detecting the state of the climate system via artificial intelligence to improve seasonal forecasts and inform reservoir operations, Water Resources Research, 55
Cominola, A., K. Nguyen, M. Giuliani, R.A. Stewart, H.R. Maier, and A. Castelletti (2019), Data mining to uncover heterogeneous water use behaviors from smart meter data, Water Resources Research, 55
Hunink, J., G. Simons, S. Suárez, A. Solera, J. Andreu, M. Giuliani, P. Zamberletti, M. Grillakis, A. Koutroulis, I. Tsanis, F. Schasfoort, S. Contreras, E. Ercin, and W. Bastiaanssen (2019), A simplified water accounting procedure to assess climate change impact on water resources for agriculture across different European river basins, Water, 11(10), 1976.
Quinn, J.D., P.M. Reed, M. Giuliani, A. Castelletti (2019), What is controlling our control rules? Opening the black box of multireservoir operating policies using time‐varying sensitivity analysis, Water Resources Research, 55
Giudici, F., A. Castelletti, E. Garofalo, M. Giuliani, H.R. Maier (2019), Dynamic, multi-objective optimal design and operation of water-energy systems for small, off-grid islands, Applied Energy, 250, 605-616
Giuliani, M. and J.D. Herman (2018), Modeling the behavior of water reservoir operators via eigenbehavior analysis, Advances in Water Resources, 122
Ros, A., M. Giuliani, G.W. Scurati, S. Graziosi, F. Ferrise, M. Bodegoni (2018), Participated Planning of Large Water Infrastructures through Virtual Prototyping Technologies, Technologies, 6(68)
Quinn, J.D., P.M. Reed, M. Giuliani, A. Castelletti, J.W. Oyler, R.E. Nicholas (2018), Exploring how changing monsoonal dynamics and human pressures challenge multireservoir management for flood protection, hydropower production, and agricultural water supply, Water Resources Research, 54
Giuliani, M., J. Quinn, J. Herman, A. Castelletti, and P. Reed (2018), Scalable multi-objective control for large scale water resources systems under uncertainty, IEEE Transactions on Control Systems Technology, 26(4), 1492-1499
Denaro, S., A. Castelletti, M. Giuliani, and G.W. Characklis (2018), Fostering cooperation in power asymmetrical water systems by the use of direct release rules and index-based insurance schemes, Advances in Water Resources, 115, 301-314
Biglarbeigi, P., M. Giuliani, A. Castelletti (2018), Partitioning the Impacts of Streamflow and Evaporation Uncertainty on the Operations of Multipurpose Reservoirs in Arid Regions, Journal of Water Resources Planning and Management, 144(7)
Mason, E., M. Giuliani, A. Castelletti, F. Amigoni (2018), Identifying and modelling dynamic preference evolution in multipurpose water resources systems, Water Resources Research, 54, 3162-3175
Zaniolo, M., M. Giuliani, A. Castelletti, M. Pulido-Velasquez (2018), Automatic design of basin-specific drought indexes for highly regulated water systems, Hydrology and Earth Systems Science, 22, 2409-2424
Stewart, R.A., K. Nguyen, C. Beal, H. Zhang, O. Sahin, E. Bertone, A.S. Vieira, A. Castelletti, A. Cominola, M. Giuliani, D. Giurco, M. Blumenstein, A. Turner, A. Liu, S. Kenway, D.A. Savić, C. Makropoulos, P. Kossieris (2018), Integrated intelligent water-energy metering systems and informatics: Visioning a digital multi-utility service provider, Environmental Modelling & Software, 105, 94-117
McPhail, C., H.R. Maier, J.H. Kwakkel, M. Giuliani, A. Castelletti, and S. Westra (2018), Robustness metrics: How are they calculated, when should they be used and why do they give different results?, Earth’s Future, 6, 169-191
Cominola, A., M. Giuliani, A. Castelletti, D.E. Rosenberg, A.M. Asdallah (2018), Implications of data sampling resolution on water use simulation, end-use disaggregation, and demand management, Environmental Modelling & Software, 102, 199-212
Cominola, A., E.S. Spang, M. Giuliani, A. Castelletti , J.R. Lund, F.J. Loge (2018), Segmentation analysis of residential water-electricity demand for customized demand-side management programs, Journal of Cleaner Production, 172, 1607-1619
Herman, J.D. and M. Giuliani (2018), Policy tree optimization for threshold-based water resources management over multiple timescales, Environmental Modelling & Software, 99, 39-51
Zatarain Salazar, J., P.M. Reed, J.D. Quinn, M. Giuliani, and A. Castelletti (2017), Balancing exploration, uncertainty and computational demands in many objective reservoir optimization, Advances in Water Resources, 109, 196-210
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
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, 52, 6928–6947
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, 52, 6751–6768
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
Book Chapters
Zatarain Salazar, J., A. Castelletti, and M. Giuliani (2022), Multi-Objective Robust Planning Tools, Oxford Research Encyclopedia of Environmental Science
Zaniolo, M., M. Giuliani, A. Bantider, and A. Castelletti (2021), Hydropower development. Economic and environmental benefits and risks, In The Omo-Turkana Basin Cooperation for Sustainable Water Management, edited by J. Lautze, M. McCartney, and J. Gibson, Routledge, London
Castelletti, A., M. Giuliani, and R. Soncini-Sessa (2020), Water Resources Planning and Management in a Changing Climate and Society, In Innovations in Land, Water and Energy for Vietnam’s Sustainable Development, edited by M. Anderle, Springer, Cham
Castelletti, A., A. Cominola, A. Facchini, M. Giuliani, P. Fraternali, S. Herrera, M. Melenhorst, I. Micheel, J. Novak, C. Pasini, A.E. Rizzoli, and C. Rottondi (2018), Gamified approaches for Water Management Systems: an Overview, In Smart Water Grids – A Cyber-Physical Approach, edited by P. Tsakalides, A. Panousopoulou, G. Tsagkatakis, and L. Montestruque, CRC Press
Conference Papers
Spinelli, D., M. Giuliani, and A. Castelletti (2024), Ensemble forecasts with blocked k-fold cross-validation in multi-objective water systems control, in Proceedings of the 2024 Euro- pean Control Conference (ECC24), Stockholm, Sweden
Bonetti, P., M. Giuliani, V. Cardigliano, A. Metelli, M. Restelli, and A. Castelletti (2024), Interpretable machine learning for extreme events detection: An application to droughts in the Po River basin, in Proceedings of the International Conference on Learning Representations (ICLR2024) Workshop: Tackling Climate Change with Machine Learning, pp. 1–11
Canonaco, G., A. Soprani, M. Giuliani, A. Castelletti, M. Roveri, and M. Restelli (2021), Time- variant variational transfer for value functions, in Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, Proceedings of Machine Learning Research, vol. 161, edited by C. de Campos and M. H. Maathuis, pp. 876–886
Mauri, M., K. Pandey, M. Giuliani, and A. Castelletti (2022), Integrating local and global projections for the generation of water demand scenarios in the Red River Basin, Vietnam, in Pro- ceedings of the 2nd IFAC Workshop on Integrated Assessment Modeling for Environmental Systems (IAMES 2022), IFAC PapersOnLine, vol. 55, pp. 43–48
Likmeta, A., A.M. Metelli, G. Ramponi, A. Tirinzoni, M. Giuliani, and M. Restelli (2020), Handling Non-Stationary Experts in Inverse Reinforcement Learning: A Water System Control Case Study, in Proceedings of the 34th Conference on Neural Information Processing Systems (NeurIPS 2020), Vancouver (Canada)
Giuliani, M., M. Zaniolo, P. Block, and A. Castelletti (2020), Data-driven control of water reservoirs using an emulator of the climate system, in Proceedings of the 21th IFAC World Congress, vol. 53, pp. 16,531–16,536, online
Carlino, A. , M. Giuliani, M. Tavoni, and A. Castelletti (2020), Multi-objective optimal control of a simple stochastic climate-economy model, in Proceedings of the 21th IFAC World Congress, vol. 53, pp. 16,593–16,598, online
Giuliani, M. and A. Castelletti (2019), Data-driven control of water reservoirs using El Niño Southern Oscillation indexes, in Proceedings of the 2019 IEEE International Conference on Environment and Electrical Engineering and 2019 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I CPS Europe), Genova (Italy)
Bertoni, F., M. Giuliani, and A. Castelletti (2017), Scenario-based fitted Q-iteration for adaptive control of water reservoir systems under uncertainty, in Proceedings of the 20th IFAC World Congress, Toulouse (France)
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, and P.M. 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)