Research Article
An Optimization Grey Bernoulli Model and Its Application in Forecasting Oil Consumption
Table 2
Metrics of models for fitting in Case 2.
| Year | Raw data | ONGBM | APE | NGBM | APE | GM | APE | NGM | APE | TDGM | APE | Verhulst | APE | AR-GM | APE | (1,1) | (%) | (1,1) | (%) | (1,1) | (%) | (1,1) | (%) | (1,1) | (%) | (%) | (1,1) | (%) |
| 2004 | 12.4 | 12.4 | 0 | 12.4 | 0 | 12.4 | 0 | 12.4 | 0 | 12.4 | 0 | 12.4 | 0 | 12.4 | 0 | 2005 | 12.9 | 13.2328 | 2.5796 | 13.9921 | 8.4659 | 15.2246 | −18.0201 | 7.8722 | −38.9750 | 12.7664 | 1.0358 | 6.4967 | −49.6382 | 14.5834 | 13.0500 | 2006 | 14.4 | 15.0446 | 4.4766 | 15.8268 | 9.9086 | 15.7179 | −9.1522 | 13.6896 | −4.9336 | 15.9771 | 10.9519 | 9.3351 | −35.1732 | 15.9538 | 10.7902 | 2007 | 18.5 | 16.2433 | −12.1984 | 16.9431 | −8.4157 | 16.2272 | 12.2853 | 16.2658 | −12.0767 | 17.3294 | 6.3274 | 12.7894 | −30.8684 | 16.8138 | −9.1144 | 2008 | 19.2 | 17.0617 | −11.1369 | 17.6239 | −8.2089 | 16.7530 | 12.7446 | 17.4067 | −9.3400 | 17.8991 | 6.7758 | 16.4237 | −14.4598 | 17.3536 | −9.6166 | 2009 | 18.7 | 17.6170 | −5.7917 | 18.0100 | −3.6901 | 17.2959 | 7.5087 | 17.912 | −4.2141 | 18.1390 | 3.0001 | 19.4232 | 3.8671 | 17.6924 | −5.3884 | 2010 | 16.6 | 17.9785 | 8.3043 | 18.1844 | 9.5445 | 17.8563 | −7.5682 | 18.1357 | 9.2513 | 18.2400 | 9.8797 | 20.8529 | 25.6197 | 17.9050 | 7.8614 | 2011 | 18.1 | 18.1921 | 0.5086 | 18.205 | 0.5609 | 18.4349 | −1.8504 | 18.2348 | 0.7448 | 18.2826 | 1.0088 | 20.1871 | 11.5308 | 18.0384 | −0.3402 | 2012 | 18.1 | 18.2896 | 1.0474 | 18.0992 | −0.0042 | 19.0322 | −5.1506 | 18.2787 | 0.9873 | 18.3005 | 1.1079 | 17.6770 | −2.3373 | 18.1222 | 0.1225 | MAPEFIT (%) | | 5.7554 | | 6.0998 | | 9.2850 | | 10.0653 | | 5.0109 | | 21.6868 | | 7.0355 | 2013 | 17.5 | 18.2946 | 4.5406 | 17.9052 | 2.3154 | 19.6490 | −12.2798 | 18.2981 | 4.5607 | 18.3081 | 4.6176 | 14.1695 | −19.0316 | 18.1747 | 3.8556 | 2014 | 17.0 | 18.2251 | 7.2062 | 17.6402 | 3.7660 | 20.2856 | −19.3273 | 18.3067 | 7.6867 | 18.3113 | 7.7133 | 10.5746 | −37.7964 | 18.2077 | 7.1042 | 2015 | 17.1 | 18.0949 | 5.8180 | 17.3204 | 1.2891 | 20.9430 | −22.4734 | 18.3105 | 7.0792 | 18.3126 | 7.0912 | 7.4784 | −56.2670 | 18.2284 | 6.5989 | 2016 | 18.2 | 17.9152 | −1.5646 | 16.9585 | −6.8215 | 21.6216 | −18.7998 | 18.3122 | 0.6167 | 18.3132 | 0.6218 | 5.0897 | −72.0347 | 18.2414 | 0.2275 | 2017 | 17.7 | 17.6952 | −0.0273 | 16.5645 | −6.4154 | 22.3222 | −26.1140 | 18.313 | 3.46318 | 18.3134 | 3.4656 | 3.3742 | −80.9367 | 18.2496 | 3.1049 | 2018 | 18.1 | 17.4421 | −3.6349 | 16.1466 | −10.7924 | 23.0455 | −27.3231 | 18.3133 | 1.1785 | 18.3135 | 1.1796 | 2.1982 | −87.8555 | 18.2547 | 0.8546 | MAPEPRE (%) | | 3.7986 | | 5.2333 | | 21.0529 | | 4.0975 | | 4.1148 | | 58.9870 | | 3.6243 |
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