Research Article
An Improved Artificial Colony Algorithm Model for Forecasting Chinese Electricity Consumption and Analyzing Effect Mechanism
Table 4
The forecasting error of these models.
| Prediction methods | Year | TEC (billion kW⋅h) | Predictions (billion kW⋅h) | AE | APE | MAE | MAPE |
| The improved ABC model | 2010 | 41923.00 | 41779.58 | 143.42 | 0.342% | 388.95 | 0.928% | 2011 | 46928.00 | 46231.69 | 696.31 | 1.484% | 2012 | 49762.64 | 49455.53 | 307.11 | 0.617% | 2013 | 53223.00 | 52698.57 | 524.43 | 0.985% | 2014 | 55233.00 | 55506.47 | 273.47 | 0.495% |
| The quadratic regression mode | 2010 | 41923.00 | 40563.41 | 1359.59 | 3.243% | 1576.54 | 3.761% | 2011 | 46928.00 | 44276.43 | 2651.57 | 5.650% | 2012 | 49762.64 | 48187.10 | 1575.54 | 3.166% | 2013 | 53223.00 | 52295.45 | 927.55 | 1.743% | 2014 | 55233.00 | 56601.46 | 1368.46 | 2.478% |
| The ANN model | 2010 | 41923.00 | 43212.85 | 1289.85 | 3.077% | 1335.66 | 3.186% | 2011 | 46928.00 | 45814.30 | 1113.70 | 2.373% | 2012 | 49762.64 | 50693.92 | 931.28 | 1.871% | 2013 | 53223.00 | 54074.38 | 851.38 | 1.600% | 2014 | 55233.00 | 57725.06 | 2492.06 | 4.512% |
| The GA model | 2010 | 41838.90 | 41870.05 | 31.15 | 0.074% | 659.23 | 1.576% | 2011 | 46503.54 | 46059.59 | 443.96 | 0.955% | 2012 | 49881.91 | 49236.22 | 645.69 | 1.294% | 2013 | 53493.77 | 52476.52 | 1017.25 | 1.902% | 2014 | 56330.92 | 55172.84 | 1158.08 | 2.056% |
| The PSO model | 2010 | 41923.00 | 41870.05 | 52.95 | 0.126% | 450.89 | 1.076% | 2011 | 46928.00 | 46059.59 | 868.41 | 1.851% | 2012 | 49762.64 | 49236.22 | 526.42 | 1.058% | 2013 | 53223.00 | 52476.52 | 746.48 | 1.403% | 2014 | 55233.00 | 55172.84 | 60.16 | 0.109% |
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