Publications

  • Arnold, W., Giuliani, M., Castelletti, A. (2024). Floating photovoltaics may reduce the risk of hydro-dominated energy development in Africa, Nature Energy, 9, 602-611
  • Ascenso, G., Palcic, G., Scoccimarro, E., Castelletti, A. (2024). A systematic framework for data augmentation for tropical cyclone intensity estimation using deep learning, Journal of Geophysical Research: Machine Learning and Computation, 1(3), e2024JH000206
  • Borghi, N., Guariso, G., Sangiorgio, M. (2024). Forecasting convective storms trajectory and intensity by neural networks, Forecasting, 6(2), 326-342
  • Carlino, A., Schmitt, R., Clark, A., Castelletti, A. (2024). Rethinking energy planning to mitigate the impacts of African hydropower, Nature Sustainability, 7, 879-890
  • Chen, S., Brokhausen, F., Wiesner, P., Hegyi, D., Citir, M., Huth, M., Park, S., Rabe, J., Thamsen, L., Tscheikner-Gratl, F., Castelletti, A., Thamsen, P.U., Cominola, A. (2024). Coupled simulation of urban water networks and interconnected critical urban infrastructure systems: A systematic review and multi-sector research agenda, Sustainable Cities and Society, 104, 105283
  • Cheng, H., Yi, J., Xia, W., Pu, H., Luo, J. (2024). Adaptive memetic algorithm with dual-level local search for cooperative route planning of multi-robot surveillance systems, Complex System Modeling and Simulation, 4(2), 210-221
  • Giuliani, M., Castelletti, A. (2024). Integrating inverse reinforcement learning and direct policy search for modeling multipurpose water reservoir systems, IEEE Control Systems Letters, 8, 1529-1534
  • Hao, W., Cominola, A., Castelletti, A. (2024). Combining wavelet-enhanced feature selection and deep learning techniques for multi-step forecasting of urban water demand, Environmental Research Infrastructure and Sustainability, 4, 035005
  • Perez-Aracil, J., Fister, D., Marina, C.M., Pelaez-Rodriguez, C., Cornejo-Bueno, L., Gutierrez, P.A., Giuliani, M., Castelletti, A., Salcedo-Sanz, S. (2024). Long term temperature prediction with hybrid autoencoder algorithms, Applied Computing and Geosciences, 23, 100185
  • Quinn, J.D., Reed, P.M., Giuliani, M., Castelletti, A. (2024). Average domination: A new multi-objective value metric applied to assess the benefits of forecasts in reservoir operations under flood design levels, Advances in Water Resources, 185, 104638
  • Ricart, S., Gandolfi, C., Castelletti, A. (2024). How do irrigation district managers deal with climate change risks? Considering experiences, tipping points, and risk normalization in northern Italy, Climate Risk Management, 44, 100598
  • Ricart, S., Gandolfi, C., Castelletti, A. (2024). Targeting farmers’ heterogeneity to enrich climate change adaptation policy design: findings from northern Italy, Environmental Research Climate, 3, 031001
  • Sangiorgio, M., Guariso, G. (2024). Transfer learning in environmental data-driven models: A study of ozone forecast in the Alpine region, Environmental Modelling & Software, 177, 106948
  • Tangi, M., Schmitt, R., Almeida, R., Bossi, S., Flecker, A., Sala, F., Castelletti, A. (2024). Robust Hydropower Planning Balances Energy Generation, Carbon Emissions and Sediment Connectivity in the Mekong River Basin, Earth's Future, 12(8), e2023EF003647
  • Wei, G., Xia, W., He, B., Shoemaker, C. (2024). Quick large-scale spatiotemporal flood inundation computation using integrated Encoder-Decoder LSTM with time distributed spatial output models, Journal of Hydrology, 634, 130993
  • Xia, W., Ilievski, I., Shoemaker, C.A. (2024). Enhancing algal bloom forecasting: A novel framework for machine learning performance evaluation during periods of special temporal patterns, Environmental Modelling & Software, 180, 106164
  • Yu, Y., Bo, Y., Castelletti, A., Dumas, P., Gao, J., Cai, X., Liu, J., Kahil, T., Yoshihide, W., Hu, S., Liu, B., Zhao, J. (2024). Transboundary cooperation in infrastructure operation generates economic and environmental co-benefits in the Lancang-Mekong River Basin, Nature Water, 2, 589-601
  • Arnold, W., Salazar, J. Z., Carlino, A., Giuliani, M., Castelletti, A. (2023). Operations eclipse sequencing in multipurpose dam planning, Earth’s Future, 11, e2022EF003186
  • Ascenso, G., Cavicchia, L., Scoccimarro, E., Castelletti, A. (2023). Optimisation-based refinement of genesis indices for tropical cyclones, Environmental Research Communications, 5, 021001
  • Carlino, A., Wildemeersch, M., Chawanda, C.J., Giuliani, M., Sterl, S., Thiery, W., van Griensven, A., Castelletti, A. (2023). Declining cost of renewables and climate change curb the need for African hydropower expansion, Science, 381, 6658
  • Carolli, M., Garcia de Leaniz, C., Jones, J., Belletti, B., Hudek, H., Pusch, M., Pandakov, P., Borger, L., van de Bund, W. (2023). Impacts of existing and planned hydropower dams on river fragmentation in the Balkan Region, Science of the Total Environment, 871, 161940
  • Castelletti, A., Ficchì, A., Cominola, A., Segovia, P., Giuliani, M., Wu, W., Lucia, S., Ocampo-Martinez, C., De Schutter, B., Maestre, J. M. (2023). Model Predictive Control of water resources systems: A review and research agenda, Annual Reviews in Control, 55, 442–465
  • Cavicchia, L., Scoccimarro, E., Ascenso, G., Castelletti, A., Giuliani, M., Gualdi, S. (2023). Tropical cyclone genesis potential indices in a new high-resolution climate models ensemble: Limitations and way forward, Geophysical Research Letters, 50, 11, e2023GL103001
  • Cominola, A., Preiss, L., Thyer, M., Maier, H.R., Prevos, P., Stewart, R., Castelletti, A. (2023). The determinants of household water consumption: a review and assessment framework for research and practice, NPJ Clean Water, 6, 11
  • Cradock-Henry, N., Kirk, N., Ricart, S., Diprose, G., Kannemeyer, R. (2023). Decisions, options, and actions in the face of uncertainty: systematic bibliometric and thematic review of climate adaptation pathways, Environmental Research Letters, 18, 073002
  • Crippa, N., Grillakis, M.G., Tsilimigkras, A., Yang, G., Giuliani, M., Koutroulis, A.G. (2023). Seasonal forecast-informed reservoir operation. Potential benefits for a water-stressed Mediterranean basin, Climate Services, 32, 100406
  • Daniel, I., Ajami, N.K., Castelletti, A., Savic, D., Stewart, R.A., Cominola, A. (2023). A survey of water utilities’ digital transformation: drivers, impacts, and enabling technologies, NPJ Clean Water, 6, 51
  • Foroumandi, E., Moradkhani, H., Sanchez-Vila, X., Singha, K., Castelletti, A., Destouni, G. (2023). ChatGPT in Hydrology and Earth Sciences: Opportunities, prospects and concerns, Water Resources Research, e2023WR036288
  • Maier, H.R., Galelli, S., Razavi, S., Castelletti, A., Rizzoli, A., Athanasiadis, I.N., Sanchez-Marre, M., Acutis, M., Wu, W., Humphrey, G.B. (2023). Exploding the myths: An introduction to artificial neural networks for prediction and forecasting, Environmental Modelling & Software, 167, 105776
  • Mazzoni, F., Alvisi, S., Blokker, M., Buchberger, S.G., Castelletti, A., Cominola, A., Gross, M.-P., Jacobs, H.E., Mayer, P., Steffelbauer, D.B., Stewart, R.A., Stillwell, A.S., Tzatchkov, V., Alcocer Yamanaka, V.-H., Franchini, M. (2023). Investigating the characteristics of residential end uses of water: A worldwide review, Water Research, 230, 119500
  • Mitheu, F., Tarnavsky, E., Ficchì, A., Stephens, E., Cornforth, R., Petty, C. (2023). The utility of impact data in flood forecast verification for anticipatory actions: Case studies from Uganda and Kenya, Journal of Flood Risk Management, e12911
  • Mitheu, F., Stephens, E., Petty, C., Ficchì, A., Tarnavsky, E., Cornforth, R. (2023). Impact-based flood early warning for rural livelihoods in Uganda, Weather, Climate, and Society, 15, 525-539
  • Ricart, S., Gandolfi, C., Castelletti, A. (2023). Climate change awareness, perceived impacts, and adaptation from farmers’ experience and behavior: A triple-loop review, Regional Environmental Change, 23, 82
  • Ricart, S., Villar-Navascués, R., Reyes, M., Rico-Amorós, A.M., Hernández-Hernández, M., Toth, E., Bragalli, C., Neri, M., Amelung, B. (2023). Water-tourism nexus research in the Mediterranean in the past two decades: A systematic literature review, International Journal of Water Resources Development
  • Ricart, S., Villar, R., Hernández-Hernández, M., Rico-Amorós, A.M., Olcina, J., Baños, C. (2023). Reinforcing the Hydrosocial Cycle to foster water governance and stakeholders’ interdependence in urban agroecosystems: A local test in Benidorm, Spain, Frontiers in Agronomy, 5, 1057211
  • Salcedo-Sanz, S., Perez-Aracil, J., Ascenso, G., del Ser, J., Casillas-Perez, D., Kadow, C., Fister, D., Barriopedro, D., Garcia-Herrera, R., Giuliani, M., Castelletti, A. (2023). Analysis, characterization, prediction, and attribution of extreme atmospheric events with machine learning and deep learning techniques: a review, Theoretical and Applied Climatology, in press
  • Speight, L., Stephens, L., Hawker, L., Baugh, C., Neal, J., Cloke, H., Grey, S., Titley, H., Marsden, H., Sumner, T., Ficchi, A., Prudhomme, C., Archer, L., Bazo, J., Dambo, J., Dolan, S., Huhn, A.L., Moschini, F., Savage, J., Smith, A., Towner, J., Wanzala, M. (2023). Recommendations to improve the interpretation of global flood forecasts to support international humanitarian operations for tropical cyclones, Journal of Flood Risk Management, in press
  • Tangi, M., Bizzi, S., Schmitt, R., Castelletti, A. (2023). Balancing sediment connectivity and energy production via optimized reservoir sediment management strategies, Water Resources Research, 59, 6, e2022WR034033
  • Valerio, C., Giuliani, M., Castelletti, A., Garrido, A., De Stefano, L. (2023). Multi-objective optimal design of interbasin water transfers: The Tagus-Segura aqueduct (Spain), Journal of Hydrology: Regional Studies, 46, 101339
  • Yang, G., Giuliani, M., Castelletti, A. (2023). Operationalizing equity in multipurpose water systems, Hydrology and Earth System Science, 27, 69-81
  • Yang, G., Giuliani, M., Galelli, S. (2023). Valuing the codesign of streamflow forecast and reservoir operation models, Journal of Water Resources Planning and Management, 149, 8
  • Giuliani, M., 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
  • Galelli, S., A. Castelletti (2013). Assessing the predictive capability of randomized tree-based ensembles in streamflow modelling, Hydrology and Earth Systems Science, 17, 1-16
  • Galelli, S., A. Castelletti (2013). Tree-based Iterative Input variable Selection for hydrological modelling, Water Resources Research, 49(7), 4295–4310
  • Castelletti, A., F. Pianosi, M. Restelli (2013). A multiobjective reinforcement learning approach to water resources systems operation: Pareto frontier approximation in a single run, Water Resources Research, 49(6)
  • Fornarelli, S., Galelli, A. Castelletti, J.P. Antenucci, C. Marti (2013). An empirical modeling approach to predict and understand phytoplankton dynamics in a reservoir affected by inter-basin water transfers, Water Resources Research, 49
  • Anghileri, D., A. Castelletti, F. Pianosi, R. Soncini Sessa, E. Weber (2013). Optimizing watershed management by coordinated operation of storing facilities, Journal of Water Resources Planning and Management, 139(5), 492-500
  • Pianosi, F., A. Castelletti, M. Restelli (2013). Tree-based FittedQ-iteration for Multi-Objective Markov Decision Processes in Water Resources Management, Journal of Hydroinformatics, 15(2), 258-27