融合外部注意力机制的序列到点非侵入式负荷分解

李利娟, 刘海, 刘红良, 张青松, 陈永东

Non-Intrusive Load Disaggregation Using Sequence-to-Point Integrating External Attention Mechanism

LI Lijuan, LIU Hai, LIU Hongliang, ZHANG Qingsong, CHEN Yongdong

表3 UK-DALE数据集合各模型对比

Tab.3 Comparison of each model in UK-DALE dataset

设备 ESAE EMAE ENDE CNN T2V CBAM 本文 CNN T2V CBAM 本文 CNN T2V CBAM 本文 微波炉 0.100 0.877 0.719 0.028 5.732 10.318 7.447 6.042 0.613 0.984 0.606 0.594 冰箱 0.143 0.178 0.072 0.057 23.342 31.686 22.823 20.549 0.410 0.526 0.403 0.384 洗碗机 0.244 0.737 0.274 0.153 7.334 14.953 7.227 5.290 0.060 0.457 0.074 0.074 洗衣机 0.004 0.223 0.004 0.005 8.927 13.923 8.081 7.960 0.089 0.274 0.072 0.070 均值 0.122 0.504 0.267 0.061 11.333 17.720 11.394 9.960 0.293 0.560 0.288 0.280