Short-Term Traffic Flow Forecasting Model Based on GA-TCN

Table 4

Comparison of evaluation indicators on weekend days.

Model	Evaluation indicators	Time intervals (min)
		5	10	15	20	25	30
LSTM	RMSE	4.53	4.92	5.27	5.94	6.76	7.46
	MAE	3.46	3.67	4.21	4.67	4.98	5.37
	MAPE	3.74%	3.83%	3.96%	4.01%	4.10%	4.24%
GRU	RMSE	4.11	4.38	4.79	5.16	5.73	6.12
	MAE	3.01	3.31	3.69	3.91	4.37	4.75
	MAPE	2.70%	2.80%	2.95%	3.16%	3.25%	3.37%
TCN	RMSE	4.1	4.32	4.57	4.82	5.12	5.47
	MAE	3.06	3.22	3.45	3.54	3.91	4.24
	MAPE	2.42%	2.50%	2.56%	2.69%	2.73%	2.85%
GA-TCN	RMSE	3.97	4.21	4.38	4.76	4.93	5.31
	MAE	2.94	3.06	3.32	3.51	3.7	4.01
	MAPE	2.29%	2.34%	2.44%	2.51%	2.58%	2.66%