Short-Term Electricity Consumption Forecasting Based on the EMD-Fbprophet-LSTM Method

Table 1

Forecast of daily electricity consumption of an enterprise.

Date	Actual value	ARIMA		Fbprophet		EMD-Fbprophet		LSTM		EMD-Fbprophet-LSTM
		Predicted value	Error (%)	Predicted value	Error (%)	Predicted value	Error (%)	Predicted value	Error (%)	Predicted value	Error (%)
1	8.5204	7.9026	−7.25	8.3622	−1.86	8.4114	−1.28	8.5375	0.20	8.4814	0.46
2	8.4628	8.3647	−1.16	8.3037	−1.88	8.3394	−1.46	8.5052	0.50	8.4315	0.37
3	8.4937	8.5366	0.50	8.3357	−1.86	8.3612	−1.55	8.5785	1.00	8.4822	0.14
4	8.5269	8.5915	0.76	8.3117	−2.52	8.3922	−1.58	8.5453	0.22	8.4639	0.74
5	8.5005	8.5624	0.73	8.2791	−2.60	8.3031	−2.20	8.5289	0.33	8.4332	0.79
6	8.4767	8.6578	2.14	8.2558	−2.61	8.3031	−2.05	8.5460	0.82	8.4380	0.46
7	8.4663	8.7151	2.94	8.2128	−2.99	8.3381	−1.51	8.4956	0.35	8.4256	0.48