Integrated Deep Neural Networks-Based Complex System for Urban Water Management

Table 5

Experimental results with the ratio of 8 : 2 between training set and test set.

Methods	Learning rate: 0.01		Learning rate: 0.008		Learning rate: 0.005
	MAE (rank)	RMSE (rank)	MAE (rank)	RMSE (rank)	MAE (rank)	RMSE (rank)
RF	0.086 (4)	0.125 (4)	0.074 (4)	0.092 (4)	0.064 (4)	0.081 (3)
MLP	0.075 (3)	0.098 (3)	0.067 (3)	0.090 (3)	0.059 (3)	0.083 (4)
LSTM	0.063 (2)	0.087 (2)	0.051 (1)	0.083 (2)	0.048 (2)	0.074 (2)
UWM-Id	0.049 (1)	0.076 (1)	0.053 (2)	0.078 (1)	0.038 (1)	0.064 (1)