“…It overcomes the drawbacks of the earlier non-dominated sorting-based multiobjective evolutionary algorithms such as high computational complexity of non-dominated sorting, lack of elitism and the need for specifying a sharing parameter (Niksokhan et al, 2009). Some of the recent applications using the fast elitist NSGA-II in water resources management are: groundwater monitoring design (Reed and Minsker, 2004), optimal design of water distribution networks (Atiquzzaman et al, 2006), optimal waste load allocation in rivers (Murty et al, 2006;Niksokhan et al, 2009), flood-control structures (Rasekh et al, 2010), detention-pond optimization (Yu et al, 2015), and reservoir system optimization (Reddy and Kumar, 2007;Shiau, 2009;Yazdi et al, 2012). It is adopted in the present paper to optimize the combination of input variables to construct the hourly typhoon rainfall forecasting models due to its successful applications in the literature.…”