Table 5 All Indicator Values of Logistics Demand Forecast for CC-DEC in China.
From: Logistics demand prediction using fuzzy support vector regression machine based on Adam optimization
YEAR | Y | X1 | X2 | X3 | X4 | X5 | X6 | X7 |
|---|---|---|---|---|---|---|---|---|
2005 | 109564.33 | 3.02 | 6.93 | 1522.90 | 671.07 | 469.80 | 177.99 | 21.32 |
2006 | 117008.00 | 2.88 | 6.42 | 1712.39 | 859.47 | 663.26 | 182.85 | 26.53 |
2007 | 129913.00 | 3.17 | 7.10 | 2028.80 | 1114.40 | 802.92 | 188.07 | 29.37 |
2008 | 178164.00 | 3.23 | 7.19 | 2999.43 | 1355.55 | 1154.27 | 196.91 | 33.26 |
2009 | 186585.00 | 3.27 | 7.27 | 3170.30 | 1739.84 | 2067.20 | 205.19 | 36.00 |
2010 | 214748.99 | 3.16 | 6.98 | 3720.32 | 247.50 | 2563.90 | 204.17 | 38.29 |
2011 | 250608.85 | 2.70 | 6.04 | 4439.65 | 849.34 | 2974.92 | 205.89 | 40.16 |
2012 | 260848.57 | 2.82 | 6.29 | 4901.64 | 970.59 | 3511.96 | 192.10 | 41.37 |
2013 | 276725.66 | 2.35 | 5.42 | 4730.26 | 1100.09 | 4020.26 | 195.57 | 42.48 |
2014 | 254989.67 | 2.30 | 5.13 | 4940.87 | 1445.19 | 4514.06 | 206.21 | 43.74 |
2015 | 257241.22 | 2.39 | 5.28 | 5065.34 | 1833.45 | 5133.42 | 202.94 | 45.56 |
2016 | 267691.73 | 2.57 | 5.67 | 5370.83 | 2758.13 | 5955.45 | 192.19 | 46.69 |
2017 | 286744.14 | 2.53 | 5.63 | 5953.76 | 2221.33 | 6573.95 | 195.97 | 47.79 |
2018 | 313707.71 | 2.16 | 4.90 | 6413.63 | 5319.93 | 7333.32 | 194.47 | 48.95 |
2019 | 288073.98 | 2.11 | 4.81 | 6184.63 | 8370.56 | 7971.02 | 189.90 | 51.13 |
2020 | 291427.83 | 2.04 | 4.64 | 6258.70 | 11456.13 | 9178.02 | 184.83 | 57.48 |
2021 | 288073.98 | 2.01 | 4.63 | 6184.63 | 5884.82 | 7971.02 | 189.90 | 58.31 |
YEAR | X8 | X9 | X10 | X11 | X12 | X13 | X14 | X15 |
2005 | 10644.23 | 4373.26 | 4268226.37 | 18085.85 | 15514.56 | 24.00 | 96.40 | 79.60 |
2006 | 12394.94 | 5081.60 | 5463705.16 | 20228.54 | 16923.50 | 12.90 | 105.40 | 81.70 |
2007 | 15332.82 | 6043.41 | 7102296.88 | 22856.20 | 18582.30 | 25.20 | 105.50 | 69.30 |
2008 | 18655.70 | 7395.36 | 8715346.55 | 25954.42 | 20825.80 | 21.60 | 106.70 | 71.70 |
2009 | 20841.82 | 8667.61 | 7685921.99 | 28341.60 | 23001.06 | 18.70 | 107.90 | 73.40 |
2010 | 25290.04 | 10403.78 | 11754479.64 | 31493.07 | 25440.02 | 17.00 | 116.90 | 66.10 |
2011 | 31212.04 | 12667.59 | 23651156.10 | 36415.80 | 28670.49 | 16.10 | 105.00 | 78.90 |
2012 | 35517.78 | 14747.53 | 39498587.84 | 41309.61 | 31622.68 | 16.00 | 103.80 | 80.20 |
2013 | 39545.62 | 16922.79 | 49024196.20 | 45426.22 | 33467.00 | 14.90 | 97.20 | 87.90 |
2014 | 43515.11 | 19116.77 | 65285987.00 | 49381.64 | 36039.00 | 14.70 | 101.40 | 83.90 |
2015 | 46382.55 | 21501.99 | 53200178.37 | 53444.10 | 39019.00 | 14.70 | 93.40 | 91.90 |
2016 | 51161.52 | 24248.09 | 48520158.44 | 57944.96 | 41691.00 | 14.70 | 88.10 | 97.20 |
2017 | 57971.43 | 27173.84 | 51870886.27 | 62920.10 | 44750.00 | 13.90 | 83.60 | 102.50 |
2018 | 64490.90 | 30045.99 | 62467590.78 | 68105.30 | 47638.00 | 14.70 | 60.00 | 125.30 |
2019 | 69969.52 | 32974.65 | 67565706.16 | 74092.32 | 51152.00 | 13.80 | 82.40 | 103.80 |
2020 | 73640.19 | 32612.07 | 76647750.05 | 78259.33 | 51597.17 | 18.30 | 91.40 | 90.30 |
2021 | 69969.52 | 32974.65 | 67565706.16 | 74092.32 | 51152.00 | 13.80 | 82.40 | 103.80 |
