Table 3 The performance of the Inception-V4 models in electricity demand forecasting.

Models	Metrics	Jan	Feb	Mar	Apr	May	Jun	Jul	Aug	Sep	Oct	Nov	Dec
IOO-Inception-V4	R²	0.82	0.85	0.88	0.83	0.86	0.86	0.85	0.78	0.8	0.88	0.89	0.86
	RMSE	0.55	0.33	0.26	0.34	0.3	0.34	0.33	0.59	0.38	0.25	0.24	0.3
	NSE	0.72	0.73	0.75	0.82	0.76	0.76	0.75	0.7	0.75	0.79	0.8	0.75
EO-Inception-V4	R²	0.8	0.82	0.85	0.8	0.85	0.84	0.82	0.75	0.79	0.85	0.86	0.8
	RMSE	0.65	0.35	0.3	0.36	0.31	0.36	0.35	0.62	0.42	0.35	0.36	0.4
	NSE	0.72	0.71	0.73	0.8	0.74	0.74	0.69	0.73	0.76	0.75	0.76	0.71
WSO-Inception-V4	R²	0.75	0.8	0.83	0.78	0.83	0.82	0.8	0.73	0.72	0.82	0.81	0.79
	RMSE	0.7	0.4	0.35	0.42	0.38	0.41	0.4	0.7	0.5	0.4	0.4	0.42
	NSE	0.7	0.68	0.65	0.75	0.7	0.7	0.65	0.7	0.75	0.72	0.73	0.68
SO-Inception-V4	R²	0.77	0.82	0.8	0.72	0.8	0.79	0.78	0.7	0.69	0.8	0.79	0.75
	RMSE	0.8	0.5	0.45	0.5	0.42	0.48	0.45	0.8	0.55	0.45	0.49	0.56
	NSE	0.69	0.65	0.6	0.73	0.68	0.68	0.63	0.68	0.72	0.7	0.71	0.66
POA-Inception-V4	R²	0.7	0.8	0.76	0.7	0.79	0.75	0.71	0.68	0.65	0.75	0.75	0.72
	RMSE	0.85	0.56	0.5	0.85	0.89	0.85	0.89	0.75	0.71	0.84	0.73	0.8
	NSE	0.65	0.6	0.58	0.7	0.65	0.65	0.6	0.65	0.7	0.68	0.69	0.6

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