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. 2024 Dec 3;14:30086. doi: 10.1038/s41598-024-81166-8

Table 1.

Fitting and predicting accuracy test results of typical and proposed GM(1,1) models: Eqs. (20) and (21).

k True value Typical GM(1,1) OB-WMSE-GM(1,1)
Calculated value AE APE (%) Calculated value AE APE (%)
1 1.349859 1.349859 0.000000 0.000000 1.349859 0.000000 0.000000
2 1.822119 1.806459 0.015660 0.859415 1.824148 0.002029 0.111358
3 2.459603 2.433033 0.026570 1.080246 2.461244 0.001641 0.066721
4 3.320117 3.276936 0.043181 1.300585 3.320851 0.000734 0.022105
5 4.481689 4.413548 0.068141 1.520432 4.480681 0.001008 0.022492
6 6.049647 5.944396 0.105251 1.739791 6.045590 0.004057 0.067069
7 8.166170 8.006222 0.159948 1.958660 8.157054 0.009116 0.111626
8 11.023176 10.783197 0.239979 2.177042 11.005962 0.017214 0.156163
9 14.879732 14.523371 0.356360 2.394938 14.849871 0.029861 0.200680
10 20.085537 19.560833 0.524704 2.612348 20.036292 0.049245 0.245178
11 27.112639 26.345548 0.767091 2.829274 27.034106 0.078533 0.289655
12 36.598234 35.483556 1.114679 3.045717 36.475955 0.122279 0.334113
13 49.402449 47.791101 1.611349 3.261677 49.215436 0.187013 0.378551
14 66.686331 64.367543 2.318788 3.477157 66.404269 0.282062 0.422969