In this paper, the use of fuzzy models relating rainfall to catchment discharge is investigated for the Zwalm catchment in Belgium. The models are built along the lines of Gaweda’s method [4]. Since acceptable models were not obtained for this data set, the method was further adapted. The newly obtained models are of comparable performance as Takagi–Sugeno models based on the Gustafson–Kessel clustering algorithm.