Research Article

Prediction Interval Construction for Byproduct Gas Flow Forecasting Using Optimized Twin Extreme Learning Machine

Table 3

Test results in the four benchmark datasets.

MethodsIndexCase 1Case 2Case 3Case 4
PICPPINAWPINADPICPPINAWPINADPICPPINAWPINADPICPPINAWPINAD

BayesianMedian91.00%65.78%0.79%86.00%31.37%0.44%94.50%37.90%1.49%94.00%26.50%0.11%
STDEV1.48%0.78%0.10%1.29%0.86%0.05%0.98%1.31%0.12%1.57%0.85%0.03%

BootstrapMedian88.00%62.50%0.78%92.00%29.98%0.28%91.50%36.93%1.69%92.00%24.11%0.17%
STDEV1.52%0.79%0.09%1.16%0.72%0.04%0.94%1.37%0.14%1.52%0.87%0.04%

ProposedMedian91.50%62.14%0.61%93.00%29.64%0.27%91.50%30.18%1.63%92.00%22.48%0.14%
STDEV1.45%0.65%0.09%1.06%0.60%0.04%0.82%1.17%0.10%1.49%0.75%0.02%