Short-Term Traffic State Prediction Based on the Critical Road Selection Optimization in Transportation Networks

Table 3

Performance between several DL algorithms.

	Q-STRCN		LSTM		CNN		ANN		SAE
	RMSE	RMSEP	RMSE	RMSEP	RMSE	RMSEP	RMSE	RMSEP	RMSE	RMSEP
0.8	7.143	22.698	7.198	22.701	7.213	23.101	8.173	27.134	7.989	26.311
0.7	7.144	22.693	7.351	22.816	7.939	26.631	9.512	31.781	8.296	28.501
0.6	7.027	21.425	8.136	26.589	8.813	26.897	10.891	36.123	9.375	30.134
0.5	7.089	21.889	9.257	30.317	9.785	30.871	11.231	39.177	10.012	33.891