Large-scale reservoir operating rules are derived by sensitive analysis and an adaptive surrogate model. Sensitivity analysis screens out the sensitive parameters of the large-scale reservoir operating rules. The weighted crowding distance of WNSGAII contributes to better performance than the classical NSGAII. WMO-ASMO outperforms NSGAII and WNSGAII with same original model runs.