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2 REDD数据集各模型对比

Tab.2 Comparison of each model in REDD dataset

设备 ESAE EMAE ENDE CNN T2V CBAM 本文 CNN T2V CBAM 本文 CNN T2V CBAM 本文 微波炉 0.889 0.485 0.373 0.323 19.681 20.066 20.712 22.481 0.996 0.751 0.689 0.722 冰箱 0.219 0.209 0.159 0.092 35.69 31.076 37.603 28.494 0.338 0.279 0.345 0.231 洗碗机 0.478 0.643 0.395 0.358 19.142 29.610 19.476 18.365 0.505 0.872 0.437 0.431 洗衣机 0.053 0.095 0.089 0.045 15.106 12.427 19.065 18.622 0.199 0.139 0.172 0.174 均值 0.410 0.358 0.254 0.205 23.450 23.295 23.421 21.991 0.510 0.510 0.411 0.390