Research Article
A Novel Weighted Fractional GM(1,1) Model and Its Applications
Table 1
Fitted and predicted values of annual per capita electricity consumption of China (Example 1).
| Year | k | Actual values | GM(1,1) | FGM(1,1) | NIPGM(1,1) | WFGM(1,1) | | | | | | | | | |
| 2000 | 1 | 1066.9 | 1066.9 | 0.00 | 1066.9 | 0.00 | 1066.9 | 0.00 | 1066.9 | 0.00 | 2001 | 2 | 1157.6 | 1266.0 | 9.36 | 1143.0 | 1.26 | 1088.8 | 5.95 | 1111.9 | 3.95 | 2002 | 3 | 1286.0 | 1399.9 | 8.85 | 1314.2 | 2.19 | 1289.4 | 0.27 | 1288.0 | 0.15 | 2003 | 4 | 1477.1 | 1548.0 | 4.80 | 1508.2 | 2.10 | 1496.7 | 1.33 | 1490.3 | 0.89 | 2004 | 5 | 1695.2 | 1711.7 | 0.97 | 1714.1 | 1.12 | 1710.8 | 0.92 | 1704.9 | 0.57 | 2005 | 6 | 1913.0 | 1892.8 | 1.06 | 1929.4 | 0.86 | 1932.0 | 0.99 | 1928.2 | 0.79 | 2006 | 7 | 2180.6 | 2093.0 | 4.02 | 2153.4 | 1.25 | 2160.4 | 0.93 | 2158.9 | 0.99 | 2007 | 8 | 2482.2 | 2314.4 | 6.76 | 2386.1 | 3.87 | 2396.3 | 3.46 | 2396.8 | 3.44 | 2008 | 9 | 2607.6 | 2559.2 | 1.86 | 2627.9 | 0.78 | 2639.9 | 1.24 | 2641.7 | 1.31 | 2009 | 10 | 2781.7 | 2829.9 | 1.73 | 2879.3 | 3.51 | 2891.6 | 3.95 | 2893.6 | 4.02 | 2010 | 11 | 3134.8 | 3129.3 | 0.18 | 3140.8 | 0.19 | 3151.5 | 0.53 | 3152.8 | 0.57 | 2011 | 12 | 3497.0 | 3460.3 | 1.05 | 3413.0 | 2.40 | 3420.0 | 2.20 | 3419.4 | 2.22 | 2012 | 13 | 3684.2 | 3826.3 | 3.86 | 3696.5 | 0.33 | 3697.3 | 0.35 | 3693.5 | 0.25 | MAPE | | | 3.42 | | 1.53 | | 1.70 | | 1.47 | 2013 | 14 | 3993.0 | 4231.1 | 5.96 | 3992.1 | 0.20 | 3983.7 | 0.23 | 3975.4 | 0.44 | 2014 | 15 | 4132.9 | 4678.7 | 13.21 | 4300.3 | 4.05 | 4279.5 | 3.55 | 4265.3 | 3.20 | 2015 | 16 | 4321.0 | 5173.6 | 22.28 | 4621.8 | 9.24 | 4585.0 | 8.37 | 4563.4 | 7.86 | MAPE | | | 13.82 | | 4.44 | | 4.05 | | 3.83 |
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