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

Table 5.

Fitting and predicting accuracy test results of typical and proposed GM(1,1) models: Eqs. (26) and (27).

k Year True value Typical GM(1,1) OB-WMSE-GM(1,1)
Calculated value AE APE (%) Calculated value AE APE (%)
1 1983 7490.000000 7490.000000 0.000000 0.000000 7490.000000 0.000000 0.000000
2 1984 7665.000000 8079.687665 414.687665 5.410146 8024.650484 359.650484 4.692113
3 1985 7904.000000 8400.756448 496.756448 6.284874 8338.904630 434.904630 5.502336
4 1986 8565.000000 8734.583789 169.583789 1.979963 8665.465314 100.465314 1.172975
5 1987 9718.000000 9081.676685 636.323315 6.547883 9004.814473 713.185527 7.338810
6 1988 10,164.000000 9442.562279 721.437721 7.097970 9357.452919 806.547081 7.935331
7 1989 10,528.000000 9817.788662 710.211338 6.745928 9723.901075 804.098925 7.637718
8 1990 9783.000000 10,207.925705 424.925705 4.343511 10,104.699744 321.699744 3.288355
9 1991 10,250.000000 10,613.565925 363.565925 3.546985 10,500.410908 250.410908 2.443033
10 1992 10,815.000000 11,035.325384 220.325384 2.037220 10,911.618556 96.618556 0.893375
11 1993 11,290.000000 11,473.844623 183.844623 1.628385 11,338.929549 48.929549 0.433388
12 1994 11,000.000000 11,929.789640 929.789640 8.452633 11,782.974511 782.974511 7.117950