Table 5.

Prediction performances of deformation learning networks on the datasets.

Dataset	Metrics	TST-SMG	STST-SMG	USTLN-SMG	ZSTLN-SMG	STGRU-SMG
5-min	RMSE	4.93	3.25	5.14	5.08	5.56
	MAE	2.11	1.69	1.85	1.96	2.99
	MAPE	5.24	5.01	3.90	8.00	7.18
15-min	RMSE	14.12	10.87	19.97	9.48	18.35
	MAE	3.85	4.51	5.00	4.25	9.36
	MAPE	4.58	4.15	2.56	2.76	24.41
30-min	RMSE	39.78	36.32	15.86	26.32	57.57
	MAE	15.98	4.79	6.95	6.36	22.74
	MAPE	23.26	4.78	5.49	9.67	30.58
60-min	RMSE	71.66	21.85	27.42	20.73	77.11
	MAE	26.59	9.26	10.98	33.54	43.71
	MAPE	6.58	5.56	5.07	12.49	41.20