Table 2 Forecasting results of 08 and 09 December 2020
Time | Actual data | DT | RF | SVR | SVR–GWO | SVR–MRFO | SVR–BES |
|---|---|---|---|---|---|---|---|
1 | 10.79 | 8.24 | 10.73 | 10.50 | 9.85 | 9.82 | 9.98 |
2 | 10.22 | 6.95 | 7.02 | 8.17 | 7.25 | 7.36 | 7.31 |
3 | 6.99 | 7.02 | 5.47 | 5.18 | 4.61 | 4.74 | 4.86 |
4 | 6.47 | 5.60 | 5.73 | 6.35 | 6.04 | 6.17 | 6.04 |
5 | 5.95 | 5.60 | 5.80 | 6.29 | 6.10 | 6.22 | 6.06 |
6 | 6.23 | 7.02 | 6.39 | 5.30 | 5.47 | 5.51 | 5.41 |
7 | 5.41 | 6.95 | 6.67 | 6.62 | 5.98 | 6.15 | 6.13 |
8 | 3.47 | 7.02 | 6.09 | 5.39 | 4.89 | 5.02 | 5.11 |
9 | 4.06 | 7.02 | 5.16 | 5.05 | 4.97 | 5.03 | 5.03 |
10 | 3.13 | 2.85 | 2.09 | 2.94 | 3.32 | 3.24 | 3.06 |
11 | 2.70 | 2.85 | 3.25 | 3.83 | 3.94 | 3.91 | 3.85 |
12 | 3.50 | 5.60 | 5.55 | 5.56 | 5.04 | 5.18 | 5.26 |
13 | 3.51 | 7.02 | 5.63 | 5.13 | 5.54 | 5.54 | 5.39 |
14 | 3.72 | 6.95 | 6.59 | 6.80 | 6.27 | 6.42 | 6.29 |
15 | 4.81 | 6.95 | 6.41 | 7.06 | 6.44 | 6.59 | 6.45 |
16 | 6.78 | 6.95 | 7.35 | 8.27 | 7.20 | 7.26 | 7.16 |
17 | 5.69 | 5.60 | 5.92 | 5.53 | 6.81 | 6.69 | 6.19 |
18 | 4.95 | 6.95 | 6.59 | 6.82 | 6.28 | 6.43 | 6.30 |
19 | 4.13 | 7.02 | 5.03 | 4.85 | 4.99 | 5.01 | 4.96 |
20 | 2.77 | 3.36 | 3.39 | 3.92 | 3.29 | 3.36 | 3.45 |
21 | 2.64 | 2.36 | 2.01 | 2.70 | 3.25 | 3.15 | 2.92 |
22 | 2.43 | 7.02 | 4.02 | 4.64 | 5.22 | 5.16 | 5.00 |
23 | 3.38 | 2.85 | 3.25 | 3.81 | 5.11 | 4.88 | 4.52 |
24 | 1.92 | 2.78 | 2.48 | 2.02 | 2.03 | 2.03 | 1.92 |
25 | 0.90 | 1.96 | 2.02 | 1.68 | 1.65 | 1.66 | 1.57 |
26 | 0.71 | 0.06 | 0.16 | 0.29 | 0.21 | 0.13 | 0.20 |
27 | 0.07 | 0.06 | 0.32 | 0.25 | 0.34 | 0.34 | 0.43 |
28 | 0.08 | 0.29 | 0.05 | 0.01 | 0.15 | 0.15 | 0.18 |
29 | 0.13 | 0.06 | 0.05 | 0.19 | 0.25 | 0.26 | 0.34 |
30 | 0.09 | 0.06 | 0.05 | 0.17 | 0.24 | 0.25 | 0.32 |
31 | 0.01 | 0.00 | 0.02 | 0.10 | 0.01 | 0.00 | 0.00 |
32 | 0.17 | 0.06 | 0.03 | 0.08 | 0.00 | 0.02 | 0.02 |
33 | 0.31 | 0.24 | 0.49 | 0.58 | 0.40 | 0.43 | 0.51 |
34 | 0.77 | 2.20 | 0.87 | 0.88 | 0.92 | 0.96 | 1.07 |
35 | 1.28 | 1.62 | 1.69 | 0.84 | 0.86 | 0.90 | 1.01 |
36 | 1.44 | 2.20 | 1.20 | 1.00 | 1.18 | 1.23 | 1.34 |
37 | 1.90 | 5.62 | 4.00 | 2.52 | 3.68 | 3.77 | 3.86 |
38 | 3.33 | 4.36 | 4.33 | 4.63 | 6.65 | 6.43 | 6.56 |
39 | 2.93 | 4.46 | 3.85 | 3.41 | 4.82 | 4.82 | 4.97 |
40 | 5.51 | 6.61 | 6.86 | 5.88 | 8.11 | 7.84 | 7.87 |
41 | 7.64 | 6.61 | 6.86 | 5.89 | 8.65 | 8.32 | 8.38 |
42 | 7.53 | 6.61 | 7.03 | 6.44 | 8.93 | 8.70 | 8.72 |
43 | 8.29 | 6.61 | 7.00 | 6.52 | 9.37 | 9.12 | 9.14 |
44 | 9.10 | 9.82 | 8.67 | 6.96 | 9.65 | 9.52 | 9.53 |
45 | 10.80 | 9.82 | 10.12 | 7.23 | 10.12 | 10.0 | 10.04 |
46 | 11.00 | 9.82 | 7.86 | 8.07 | 10.48 | 10.70 | 10.72 |
47 | 11.73 | 9.82 | 11.06 | 9.01 | 10.92 | 11.42 | 11.46 |
48 | 13.24 | 11.77 | 12.52 | 9.74 | 12.85 | 13.05 | 12.95 |