Publications

Journal papers

1. Taormina, R., Galelli, S. A deep learning approach to the detection and localization of cyber-physical attacks on water distribution systems. Journal of Water Resources Planning and Management, doi: 10.1061/(ASCE)WR.1943-5452.0000983.

2. Taormina, R., Galelli, S., Tippenhauer, N.O., Salomon, E., Ostfeld, A, Eliades, D. … Ohar, Z. The battle of the attack detection algorithms: disclosing cyber attacks on water distribution networks. Journal of Water Resources Planning and Management, 144(8), 04018048. Link BATADAL

3. Nguyen, H.T.T., Galelli, S. (2018). A linear dynamical systems approach to streamflow reconstruction reveals history of regime shifts in northern Thailand. Water Resources Research, 54 (3), 2057-2077. Link

4. Pal, D., Galelli, S., Tang, H., Ran, Q. (2018) Toward improved design of check dam systems: a case study in the Loess Plateau, China. Journal of Hydrology, 559, 762-773. Link

5. Turner, S.W.D., Bennett, J.C., Robertson, D.E., Galelli, S. (2017) Complex relationship between seasonal streamflow forecast skill and value in reservoir operations. Hydrology and Earth System Sciences, 21, 4841-4859. Selected as editor’s highlight. Link

6. Turner, S.W.D., Ng, J.Y., Galelli, S. (2017) Examining global electricity supply vulnerability to climate change using a high-delity hydropower dam model. Science of the Total Environment, 590-591, 663-675. Link

7. Ng, J.Y., Turner, S.W.D., Galelli, S. (2017) Influence of El Nino Southern Oscillation on global hydropower production. Environmental Research Letters, 12, 034010. Link Video

8. Taormina, R., Galelli, S., Tippenhauer, N.O., Salomon, E., Ostfeld, A. (2017) Characterising cyber-physical attacks on water distribution systems. Journal of Water Resources Planning and Management, 143(5), 04017009. Link Video

9. Taormina, R., Galelli, S., Karakaya, G., Ahipasaoglu, S.D. (2016) An information theoretic approach to select alternate subsets of predictors for data-driven hydrological models. Journal of Hydrology, 542, 18-34. Link

10. Turner, S.W.D., Galelli, S. (2016) Regime-shifting streamflow processes: Implications for water supply reservoir operations. Water Resources Research, 52, 3984-4002. Link

11. Schmitter, P., Goedbloed, A., Galelli, S., Babovic, V. (2016) Effect of catchment-scale green roof deployment on stormwater generation and reuse in a tropical city. Journal of Water Resources Planning and Management, 142(7). Link

12. Turner, S.W.D., Galelli, S. (2016) Water supply sensitivity to climate change: an R package for implementing reservoir storage analysis in global and regional impact studies. Environmental Modelling & Software, 76, 13-19. Link

13. Karakaya, G., Galelli, S., Ahipasaoglu, S.D., Taormina, R. (2016) Identifying (quasi) equally informative subsets in feature selection problems for classication: a max-relevance min-redundancy approach. Cybernetics, IEEE Transactions on, 46(6), 1424-1437. Link

14. Galelli, S., Castelletti, A., Goedbloed, A. (2015) High-Performance Integrated Control of water quantity and quality in urban water reservoirs. Water Resources Research, 51, 9053-9072. Link

15. Galelli, S., Humphrey, G.B., Maier, H.R., Castelletti, A., Dandy, G.C., Gibbs, M.S. (2014) An evaluation framework for input variable selection algorithms for environmental data-driven models (2014). Environmental Modelling & Software, 62, 33-51. Link

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

17. Galelli, S., Goedbloed, A., Schwanenberg, D., van Overloop, P.J. (2014) Optimal real-time operation of multi-purpose urban reservoirs: a case study in Singapore. Journal of Water Resources Planning and Management, 140(4), 511-523. Link

18. Galelli, S., Castelletti, A. (2013) Tree-based Iterative Input variable Selection for hydrological modelling. Water Resources Research, 49(7), 4295-4310. Link

19. Galelli, S., Castelletti, A. (2013) Assessing the predictive capability of randomized tree-based ensembles in streamflow modelling. Hydrology and Earth System Sciences, 17, 2669-2684. Link

20. Fornarelli, R., Galelli, S., Antenucci, J.P., Castelletti, A., Marti, C. (2013) An empirical modelling approach to predict and understand phytoplankton dynamics in a reservoir affected by inter-basin water transfers. Water Resources Research, 49(6), 3626-3641. Link

21. Anand, A., Galelli, S., Samavedham, L., Sundaramoorthy, S. (2013) Coordinating multiple model predictive controllers for multi-objective multi-reservoir management. Journal of Hydroinformatics, 15(2), 293-305. Link

22. Castelletti, A., Galelli, S., Ratto, M., Soncini-Sessa, R., Young, P.C. (2012) A general framework for dynamic emulation modelling (DEMo) in environmental problems. Environmental Modelling & Software, 34, 5-18. Link

23. Castelletti, A., Galelli, S., Restelli, M., Soncini-Sessa, R. (2012) Data-driven dynamic emulation modelling for the optimal management of environmental systems. Environmental Modelling & Software, 34, 30-43. Link

24. Castelletti, A., Galelli, S., Restelli, M., Soncini-Sessa, R. (2010) Tree-based batch-mode reinforcement learning for optimal water reservoir operation. Water Resources Research, 46, W09507. Link

25. Galelli, S., Gandol, C., Soncini-Sessa, R., Agostani, D. (2010) Building a metamodel of an irrigation district distributed-parameter model. Agricultural Water Management, 97(2), 187-200. Link

26. Galelli, S., Soncini-Sessa, R. (2010) Combining metamodelling and stochastic dynamic programming for the design of reservoirs release policies. Environmental Modelling & Software, 25(2), 209-222. Link