Region | Best model | MAPE(%) | Actual value | RE(%) | Forecast value | ||||
---|---|---|---|---|---|---|---|---|---|
2020 | 2020 | 2020 | 2021 | 2022 | 2023 | 2024 | |||
Anhui | (0, 1, 1) | 2.34 | 225.08 | 1.18 | 227.73 | 225.74 | 223.55 | 221.35 | 219.74 |
Beijing | (1, 1, 1) | 3.11 | 80.70 | 9.43 | 88.31 | 81.69 | 75.44 | 70.12 | 65.58 |
Fujian | (1, 1, 1) | 2.18 | 223.99 | 7.87 | 241.61 | 226.61 | 211.42 | 198.46 | 185.73 |
Gansu | (2, 1, 1) | 1.47 | 150.52 | 1.22 | 152.36 | 128.79 | 110.47 | 96.53 | 78.58 |
Guangdong | (0, 1, 1) | 2.98 | 272.49 | 1.72 | 277.19 | 301.41 | 305.21 | 308.19 | 311.27 |
Guangxi | (0, 2, 1) | 4.76 | 263.62 | 2.57 | 270.40 | 303.16 | 305.60 | 306.45 | 307.43 |
Guizhou | (1, 1, 1) | 3.90 | 248.35 | 4.01 | 258.32 | 264.32 | 269.17 | 275.41 | 280.62 |
Hainan | (0, 1, 1) | 3.54 | 339.12 | 4.29 | 353.68 | 375.67 | 397.33 | 415.97 | 436.99 |
Hebei | (1, 2, 1) | 2.18 | 134.26 | 8.49 | 145.66 | 138.68 | 134.28 | 129.73 | 125.71 |
Henan | (1, 1, 1) | 2.11 | 152.77 | 2.26 | 156.22 | 149.60 | 134.98 | 120.36 | 105.74 |
Heilongjiang | (0, 1, 1) | 5.34 | 105.84 | 7.35 | 113.62 | 110.54 | 106.46 | 101.37 | 96.29 |
Hubei | (1, 2, 1) | 2.18 | 290.81 | 19.55 | 233.95 | – | – | – | – |
Hunan | (1, 1, 1) | 2.76 | 269.01 | 3.65 | 278.83 | 306.55 | 313.27 | 319.99 | 326.71 |
Jilin | (1, 1, 0) | 4.72 | 87.30 | 8.68 | 94.88 | 93.99 | 90.61 | 88.79 | 87.55 |
Jiangsu | (0, 1, 1) | 3.11 | 98.23 | 5.48 | 103.61 | 96.12 | 91.53 | 86.85 | 81.07 |
Jiangxi | (0, 1, 1) | 4.15 | 199.30 | 7.12 | 213.49 | 204.15 | 195.76 | 187.49 | 181.49 |
Liaoning | (0, 2, 1) | 3.13 | 155.22 | 6.94 | 165.99 | 152.99 | 139.21 | 131.87 | 123.72 |
Neimenggu | (1, 1, 1) | 6.11 | 225.64 | 7.78 | 243.19 | 232.16 | 221.12 | 211.09 | 195.05 |
Ningxia | (0, 1, 1) | 2.18 | 168.75 | 6.15 | 179.13 | 161.17 | 148.23 | 131.27 | 117.32 |
Qinghai | (2, 1, 1) | 4.81 | 376.80 | 6.84 | 402.58 | 398.67 | 388.58 | 382.72 | 377.18 |
Shandong | (1, 1, 1) | 2.31 | 131.73 | 8.77 | 143.28 | 132.21 | 125.17 | 119.81 | 112.05 |
Shanxi | (0, 1, 1) | 1.74 | 202.95 | 8.33 | 219.86 | 209.24 | 201.35 | 192.98 | 184.65 |
Shaanxi | (0, 1, 1) | 2.73 | 150.48 | 7.87 | 162.33 | 154.35 | 148.41 | 142.45 | 138.49 |
Shanghai | (1, 1, 1) | 2.28 | 128.63 | 7.04 | 137.69 | 131.03 | 124.27 | 118.52 | 112.77 |
Sichuan | (1, 2, 0) | 1.37 | 196.03 | 3.91 | 203.69 | 195.03 | 188.27 | 180.52 | 172.77 |
Tianjin | (1, 1, 1) | 2.43 | 109.28 | 9.18 | 119.31 | 105.11 | 92.04 | 83.48 | 72.01 |
Xizang | (0, 1, 2) | 5.69 | 337.10 | 8.79 | 366.74 | 389.49 | 419.56 | 441.91 | 476.63 |
Xinjiang | (1, 1, 2) | 4.82 | 324.99 | 8.75 | 353.42 | 341.57 | 329.14 | 313.63 | 294.12 |
Yunnan | (0, 2, 1) | 4.51 | 189.61 | 9.04 | 206.75 | 201.90 | 195.03 | 190.16 | 184.29 |
Zhejiang | (1, 1, 1) | 1.32 | 146.47 | 6.26 | 155.64 | 147.54 | 132.59 | 123.39 | 111.53 |
Chongqing | (1, 2, 0) | 3.18 | 202.07 | 5.47 | 213.13 | 210.60 | 209.49 | 207.61 | 204.85 |