Table 6.

Performance by prediction window.

Window	Model	Variable	MSE	MAE	RMSE	MAPE	RSE	R2
t + 1	SE-LSTM	Temperature	0.0005	0.0158	0.0226	3.34	0.0205	0.9795
		Humidity	0.0024	0.0361	0.0487	5.69	0.0593	0.9407
	LSTM	Temperature	0.0006	0.0164	0.0240	3.55	0.0230	0.9770
		Humidity	0.0025	0.0371	0.0501	5.85	0.0630	0.9370
	TCN	Temperature	0.0006	0.0171	0.0236	3.61	0.0223	0.9777
		Humidity	0.0011	0.0252	0.0333	3.80	0.0277	0.9723
	CNN-LSTM	Temperature	0.0005	0.0162	0.0227	3.39	0.0205	0.9795
		Humidity	0.0009	0.0221	0.0308	3.43	0.0236	0.9764
t + 3	SE-LSTM	Temperature	0.0010	0.0221	0.0309	3.43	0.0237	0.9763
		Humidity	0.0017	0.0296	0.0409	6.16	0.0675	0.9325
	LSTM	Temperature	0.0010	0.0227	0.0314	3.51	0.0245	0.9755
		Humidity	0.0018	0.0308	0.0430	6.54	0.0744	0.9256
	TCN	Temperature	0.0013	0.0261	0.0365	5.36	0.0534	0.9466
		Humidity	0.0025	0.0374	0.0497	5.83	0.0618	0.9382
	CNN-LSTM	Temperature	0.0012	0.0253	0.0352	5.19	0.0498	0.9502
		Humidity	0.0024	0.0360	0.0487	5.68	0.0595	0.9405
t + 6	SE-LSTM	Temperature	0.0013	0.0256	0.0356	5.31	0.0508	0.9492
		Humidity	0.0037	0.0470	0.0610	7.43	0.0936	0.9064
	LSTM	Temperature	0.0013	0.0256	0.0360	5.41	0.0522	0.9478
		Humidity	0.0044	0.0511	0.0666	8.00	0.1117	0.8883
	TCN	Temperature	0.0018	0.0299	0.0420	6.18	0.0711	0.9289
		Humidity	0.0038	0.0475	0.0619	7.37	0.0962	0.9038
	CNN-LSTM	Temperature	0.0018	0.0315	0.0427	6.50	0.0734	0.9266
		Humidity	0.0039	0.0480	0.0628	7.59	0.0991	0.9009
Average general	SE-LSTM	-	0.0017	0.0294	0.0399	5.23	0.0526	0.9472
	LSTM	-	0.0019	0.0306	0.0419	5.48	0.0581	0.9419
	TCN	-	0.0018	0.0305	0.0429	5.36	0.0415	0.9446
	CNN-LSTM	-	0.0018	0.0299	0.0405	5.30	0.0543	0.9457