Research Article
Prediction of Future State Based on Up-To-Date Information of Green Development Using Algorithm of Deep Neural Network
Table 1
Result of traditional energy consumption.
| Year | 2009 | 2012 | 2016 | 2019 | 2021 | 2025 | 2028 | 2030 |
| Oil cons. | Actual | 102.3 | 106.5 | 107.6 | 110.5 | 112.6 | 116.8 | 119.8 | 122.3 | DNN | 102.2 | 104.3 | 106.8 | 109.4 | 111.2 | 113.6 | 116.1 | 120.9 | AMRE | 0.99 | 6.66 | 6.54 | 2.69 | 1.23 | 7.16 | 7.21 | 4.25 | R2 | 0.9954 | 0.9925 | 0.9978 | 0.9991 | 0.9994 | 0.9982 | 0.999 | 1.000 |
| Natural gas cons. | Actual | 68.3 | 70.3 | 78.6 | 79.3 | 84.21 | 88.4 | 92.4 | 93.1 | DNN | 67.5 | 68.5 | 76.5 | 77.5 | 82.94 | 86.92 | 91.45 | 92.94 | AMRE | 5.4 | 7.56 | 7.2 | 1.9 | 4.2 | 0.6 | 1.9 | 1.6 | R2 | 0.9954 | 0.9925 | 0.9978 | 0.9991 | 0.9994 | 1.00 | 0.999 | 0.994 |
| Primary energy cons. | Actual | 209.2 | 212.2 | 220.9 | 282.6 | 278.21 | 317.5 | 345.2 | 398.7 | DNN | 199.9 | 209.6 | 218.4 | 271.6 | 272.45 | 312.96 | 341.65 | 391.21 | AMRE | 5.11 | 5.96 | 8.23 | 5.06 | 4.85 | 0.95 | 1.25 | 0.06 | R2 | 0.9954 | 0.9925 | 0.9978 | 0.9991 | 0.9994 | 0.995 | 1.00 | 0.994 |
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