基于CNN-RNN组合模型的办公建筑能耗预测

曾国治, 魏子清, 岳宝, 丁云霄, 郑春元, 翟晓强

Energy Consumption Prediction of Office Buildings Based on CNN-RNN Combined Model

ZENG Guozhi, WEI Ziqing, YUE Bao, DING Yunxiao, ZHENG Chunyuan, ZHAI Xiaoqiang

表4 模型预测精度对比

Tab.4 Comparison of model prediction accuracy

模型 数据集 MAE/(kW·h) MAPE/% R2 SRNN 训练集 28.2 15.38 0.956 测试集 31.3 15.93 0.946 LSTM 训练集 51.8 25.92 0.859 测试集 56.2 26.54 0842 CNN-RNN 训练集 32.4 12.97 0.934 测试集 36.1 13.73 0.918