Study of Hybrid Neurofuzzy Inference System for Forecasting Flood Event Vulnerability in Indonesia

Table 9

MAE and RMSE of the Mamdani model, the Sugeno Model, and the proposed flood forecasting model (HN-FIS).

Forecasting model	MAE (%)					RMSE (%)
	2008	2009	2010	2011	2012	2008	2009	2010	2011	2012
Mamdani	0.8496	1.5693	1.1420	4.0662	1.2714	0.0302	0.0628	0.0354	0.0154	0.0473
Sugeno	0.2425	1.0729	0.8213	4.0499	0.8307	0.7519	4.2681	1.5261	0.4739	2.7197
HN-FIS	0.3489	0.5825	0.7382	4.0950	0.5133	0.0126	0.0477	0.0548	0.0294	0.0410