低抽样数据的极限学习能源解析算法

唐秀明,袁荣湘,陈君

Extreme Learning Machine for Energy Disaggregation Using Low Sampling Consumption Data

Tang Xiuming,Yuan Rongxiang,Chen Jun

Tab.3 Disaggregation results for submetered data

Houses no. Train time/s Performance comparison the rate of change Test time/s Performance comparison the rate of change TP Performance comparison the rate of change SVM ELM SVM ELM SVM ELM House1 0.058 0.040 ↓31.03% 0.034 0.017 ↓50.00% 0.9188 0.9440 ↑ 2.74% House2 0.891 0.221 ↓75.19% 0.187 0.065 ↓65.24% 0.9095 0.9129 ↑3.74%