基于改进LSTM的商业建筑冷负荷预测模型

董芳楠,武强,刘佳瑶,于军琪

Cooling load prediction model for commercial buildings based on improved LSTM

Fangnan DONG,Qiang WU,Jiayao LIU,Junqi YU

表 5 不同冷负荷预测模型的性能指标对比

Tab.5 Comparison of performance metrics for different cooling load prediction models

建筑物 预测模型 CV-RMSE MAPE MSE 建筑1 LSTM 0.153 13.10 0.272 Adam-LSTM 0.107 5.70 0.083 SVR 0.163 16.20 0.354 BPNN 0.190 17.03 0.504 SCOA-LSTM 0.121 11.60 0.173 WAdam-LSTM 0.063 2.70 0.058 建筑2 LSTM 0.153 19.40 0.269 Adam-LSTM 0.079 10.90 0.146 SVR 0.173 15.70 0.312 BPNN 0.157 18.14 0.474 SCOA-LSTM 0.112 10.90 0.146 WAdam-LSTM 0.072 5.20 0.059