Appling an Improved Method Based on ARIMA Model to Predict the Short-Term Electricity Consumption Transmitted by the Internet of Things (IoT)

Table 2

Forecasting results of the proposed model and relevant models.

Date	Actual values (kw/h)	Predicted values (kw/h)
		ARIMA model	ARIMA-SVR model	ARIMA-GBR model	LSTM model	GRU model
2019-10-16	11.31	11.2915	11.3282	11.2899	11.2491	11.2279
2019-10-17	11.39	11.3629	11.4004	11.3614	11.3041	11.3220
2019-10-18	11.48	11.4344	11.4726	11.3554	11.5189	11.4989
2019-10-19	11.56	11.5059	11.5448	11.4269	11.4577	11.4398
2019-10-20	11.65	11.5773	11.617	11.4983	11.6105	11.5731
2019-10-21	11.71	11.6488	11.6892	11.6213	11.6519	11.6113
2019-10-22	11.77	11.7203	11.7614	11.7061	11.5522	11.601
2019-10-23	11.85	11.7917	11.8336	11.7775	11.6989	11.7306
2019-10-24	11.90	11.8632	11.9058	11.8490	11.8505	11.7955
2019-10-25	11.96	11.9347	11.9779	11.9205	11.8838	11.8988
2019-10-26	12.04	12.0061	12.0501	11.9919	11.8921	11.9203
2019-10-27	12.12	12.0776	12.1223	12.0634	11.8078	11.8065
2019-10-28	12.19	12.1491	12.1945	12.1349	11.9552	11.8758
2019-10-29	12.27	12.2205	12.2667	12.2446	11.8943	11.9488
2019-10-30	12.35	12.2920	12.3389	12.3160	12.041	12.0671
2019-10-31	12.40	12.3635	12.4111	12.3852	11.9898	12.0154
2019-11-1	12.44	12.4349	12.4833	12.4567	12.2121	12.6195
2019-11-2	12.48	12.5064	12.5555	12.5095	12.1576	12.5813
2019-11-3	12.53	12.5779	12.6276	12.5809	12.3366	12.553
2019-11-4	12.57	12.6494	12.6998	12.6524	12.4153	12.6426
2019-11-5	12.62	12.7208	12.7720	12.7239	12.5056	12.8841
2019-11-6	12.66	12.7923	12.8442	12.7953	12.6973	13.0932
2019-11-7	12.71	12.8638	12.9164	12.8668	12.6343	12.8843
2019-11-8	12.80	12.9352	12.9886	12.9383	12.7165	13.0761
2019-11-9	12.85	13.0067	13.0608	13.0097	12.5879	12.4027
2019-11-10	12.89	13.0781	13.133	13.0812	12.6287	12.5881
2019-11-11	12.94	13.1496	13.2052	13.1527	12.7034	12.7740
2019-11-12	12.99	13.2211	13.2774	13.2241	12.9237	13.1884