The current research is significant not only for researchers but also for decision-makers for water resources system management more specifically for dam and reservoir operations. Fast Orthogonal Search (FOS) model might result in a system that could be used in several river basins. Supported by efficient FOS-based pattern recognition model, accurate information about future river stream flow could be utilized by the decision-maker to formulate better water resources system management.