Short-Term Load Forecasting Based on EEMD-WOA-LSTM Combination Model

Table 4

Prediction results of each model.

Sample point	Real data	EEMD-ARMA	RNN	LSTM	WOA-LSTM	EEMD-WOA-LSTM
1	31255.53	31261.36	31265.21	31263.57	31259.36	31253.06
2	31213.88	31267.36	31266.36	31220.99	31210.03	31215.70
3	31245.61	31237.54	31230.25	31238.15	31240.52	31242.01
4	31253.90	31262.31	31243.36	31245.07	31258.33	31255.05
5	31220.98	31265.14	31255.51	31262.04	31246.29	31217.46
6	31263.84	31248.10	31245.36	31245.27	31260.36	31265.36
7	31263.86	31278.23	31250.31	31260.73	31270.58	31266.14
8	31172.79	31280.32	31255.36	31210.84	31190.64	31175.63
9	31248.67	31229.36	31230.31	31239.17	31243.35	31244.65
10	31263.06	31270.56	31275.31	31262.67	31260.25	31267.99
11	31262.59	31283.65	31280.36	31276.22	31268.47	31276.58
12	31263.84	31280.16	31248.36	31254.66	31260.36	31268.73
13	31230.94	31220.66	31250.32	31221.76	31225.74	31226.41
14	31166.04	31223.36	31208.04	31157.22	31177.51	31179.76
15	31124.32	31190.21	31192.34	31149.26	31148.15	31133.88
16	31261.80	31272.38	31210.24	31252.24	31250.85	31256.07
17	31271.93	31300.21	31284.14	31277.48	31280.69	31276.20
18	31288.68	31302.32	31278.34	31298.77	31293.64	31284.17
19	31251.52	31260.12	31236.65	31246.78	31257.12	31247.55
20	31213.71	31230.37	31225.21	31222.19	31221.25	31225.95
21	31250.40	31238.21	31238.64	31241.57	31244.55	31252.89
22	31242.72	31250.14	31231.21	31234.73	31240.89	31247.52
23	31251.60	31230.21	31262.35	31237.27	31245.64	31246.98
24	31243.60	31250.39	31234.36	31240.71	31244.62	31244.58
25	31310.12	31240.14	31223.42	31281.82	31300.66	31303.91
26	31204.21	31270.25	31215.32	31214.91	31231.64	31211.85
27	31262.06	31240.18	31253.36	31248.29	31252.36	31250.82
28	31235.40	31253.21	31242.31	31247.48	31240.25	31248.36
29	31269.14	31260.99	31230.32	31258.01	31254.36	31257.52
30	31214.37	31226.34	31225.36	31207.32	31210.31	31220.65