Author(s): Omer Burak Akgun; Elcin Kentel
Linked Author(s):
Keywords: Clustering; Takagi-Sugeno Fuzzy Rule-Based model; Streamflow estimation
Abstract: In this study, a tool is developed to estimate streamflow at Guvenc Basin, Ankara by using Takagi-Sugeno (TS) Fuzzy Rule-Based (RB) model. The model takes precipitation and runoff at timeas predictor (input) and estimates the runoff at time+1. The approach used to generate the TS RB model is based on density based clustering. Each cluster center is used to generate a fuzzy rule that represents the system behaviour. Satisfactory results are obtained especially after including the seasonal behaviour of streamflow time series into the model.
Year: 2018