基于加权残差聚类的建筑负荷预测区间估计

章超波,刘永政,李宏波,赵阳,张丽珠,王子豪

Weighted residual clustering-based building load prediction interval estimation

Chao-bo ZHANG,Yong-zheng LIU,Hong-bo LI,Yang ZHAO,Li-zhu ZHANG,Zi-hao WANG

表 1 XGBoost超参数寻优结果

Tab.1 Hyper-parameter optimization results of XGBoost

超参数 寻优范围 最优值 dmax 2.0, 3.0, 4.0, 5.0 5.0 l 0.2, 0.4, 0.6, 0.8, 1.0 0.2 p1 0.2, 0.4, 0.6, 0.8, 1.0 0.8 p2 0.2, 0.4, 0.6, 0.8, 1.0 1.0 Ntree 50.0, 100.0, 150.0, 200.0 100.0