Research Article

Simulated Annealing Based Hybrid Forecast for Improving Daily Municipal Solid Waste Generation Prediction

Table 1

Comparison of three models and SA based hybrid forecast. Forecast efficiency degrading means the average degradation of the neighboring week in MPAE.

         Chaotic modelNARXPLS-SVMSA based hybrid model

Predictability (MAPE, 1st week average)11.21%12.93%12.94%9.38%
Predictability (MAPE, 2nd week average)12.30%14.69%15.08%10.65%
Predictability (MAPE, 3rd week average)13.20%16.69%15.84%11.69%
Predictability (MAPE, 4th week average)14.85%15.70%17.34%12.12%
Predictability (MAPE, 5th week average)13.54%18.46%18.38%12.52%
Forecast efficiency degrading (MAPE)1.24%1.88%1.36%0.79%