Dataset training fuzzyfied and FLR group rules
Year | Benefits | Difference | Fuzzyfied | FLR Group | Defuzzification | Forecasting value |
---|---|---|---|---|---|---|
1976 | 179 | 0 | → | —— | 0 | |
1977 | 185 | 6 | → | [(−22.0) + (909.9)]/2 + 179 | 622.96 | |
1978 | 214 | 29 | → | [(−22.0) + (909.9)]/2 + 185 | 628.96 | |
1979 | 264 | 50 | → | [(−22.0) + (909.9)]/2 + 214 | 657.96 | |
1980 | 348 | 84 | → | [(−22.0) + (909.9)]/2 + 264 | 707.96 | |
1981 | 328 | −20 | → | [(−22.0) + (909.9)]/2 + 348 | 791.96 | |
1982 | 753 | 425 | → | [(−22.0) + (909.9)]/2 + 328 | 771.96 | |
1983 | 861 | 108 | → | [(−22.0) + (909.9)]/2 + 753 | 1196.96 | |
1984 | 1042 | 181 | → | [(−22.0) + (909.9)]/2 + 861 | 1304.96 | |
1985 | 1194 | 152 | → | [(−22.0) + (909.9)]/2 + 1042 | 1485.96 | |
1986 | 1410 | 216 | → | [(−22.0) + (909.9)]/2 + 1194 | 1637.96 | |
1987 | 1529 | 119 | → | [(−22.0) + (909.9)]/2 + 1410 | 1853.96 | |
1988 | 1837 | 308 | → | [(−22.0) + (909.9)]/2 + 1529 | 1972.96 | |
1989 | 2244 | 407 | → | [(−22.0) + (909.9)]/2 + 1837 | 2280.96 | |
1990 | 2551 | 307 | → | [(−22.0) + (909.9)]/2 + 2244 | 2687.96 | |
1991 | 3100 | 549 | → | [(−22.0) + (909.9)]/2 + 2551 | 2994.96 | |
1992 | 3743 | 643 | → | [(909.9) + (1841.8)]/2 + 3100 | 4475.88 | |
1993 | 4438 | 695 | → | [(909.9) + (1841.8)]/2 + 3743 | 5118.88 | |
1994 | 5582 | 1144 | → | [(909.9) + (1841.8)]/2 + 4438 | 5813.88 | |
1995 | 6587 | 1005 | → | [(909.9) + (1841.8)]/2 + 5582 | 6957.88 | |
1996 | 7577 | 990 | → | [(909.9) + (1841.8)]/2 + 6587 | 7962.88 | |
1997 | 8901 | 1324 | → | [(909.9) + (1841.8)]/2 + 7577 | 8952.88 | |
1998 | 10255 | 1354 | → | [(909.9) + (1841.8)]/2 + 8901 | 10276.88 | |
1999 | 11880 | 1625 | → | [(909.9) + (1841.8)]/2 + 10255 | 11630.88 | |
2000 | 13487 | 1607 | → | [(1841.8) + (2773.7) + (3705.6)]/3 + 11880 | 14653.76 | |
2001 | 15305 | 1818 | → | [(1841.8) + (2773.7) + (3705.6)]/3 + 13487 | 16260.76 | |
2002 | 17904 | 2599 | → | [(1841.8) + (2773.7) + (3705.6)]/3 + 15305 | 18078.76 | |
2001 | 15305 | 1818 | → | [(1841.8) + (3705.6)]/2 + 17904 | 20677.76 | |
2001 | 15305 | 1818 | → | [(1841.8) + (2773.7) + (3705.6)]/3 + 15305 | 22560.76 | |
2002 | 17904 | 2599 | → | [(1841.8) + (2773.7) + (3705.6)]/3 + 15305 | 24769.76 | |
2006 | 28306 | 3728 | → | [(1841.8) + (3705.6)]/2 + 17904 | 27351.76 | |
2007 | 30265 | 1959 | → | 1841.8 + 28306 | 30147.84 | |
2008 | 34481 | 4216 | → | [(1841.8) + (2773.7) + (3705.6)]/3 + 30265 | 33038.76 | |
2009 | 37627 | 3146 | → | 1841.8 + 34481 | 36322.84 | |
2010 | 41116 | 3489 | → | 1841.8 + 37627 | 40400.76 | |
2011 | 50848 | 9732 | → | 1841.8 + 41116 | 42957.84 | |
2012 | 63732 | 12884 | → | 1841.8 + 50848 | 52689.84 | |
2013 | 69417 | 5685 | → | 1841.8 + 63732 | 65573.84 | |
2014 | 83733 | 14316 | → | 1841.8 + 69417 | 71258.84 | |
2015 | 100370 | 16637 | → | 1841.8 + 83733 | 85574.84 | |
2016 | 114664 | 14294 | → | 1841.8 + 100370 | 102211.84 | |
2017 | 129900 | 15236 | → | 1841.8 + 114664 | 116505.84 | |
2018 | 150400 | 20500 | → | 1841.8 + 129900 | 131741.84 | |
2019 | 178500 | 28100 | → | 1841.8 + 150400 | 152241.84 | |
1841.8 + 178500 | 180341.84 |