Table 4 Heat pump type (reservoir) with data from week 10, 2020 using smart meter and weather features
From: Detection of heat pumps from smart meter and open data
Algo. | AUC (ground source) | AUC (air source) | AUC (no heat pump) |
|---|---|---|---|
Three classes {ground source,air source,no heat pump} using complete dataset (n=381) | |||
RF | 0.732 (0.08) | 0.859 (0.21) | 0.811 (0.05) |
SVM | 0.734 (0.09) | 0.835 (0.25) | 0.803 (0.06) |
kNN | 0.548 (0.07) | 0.640 (0.17) | 0.670 (0.06) |
NB | 0.494 (0.14) | 0.802 (0.20) | 0.728 (0.08) |
Two classes {ground source,air source} using known installations (n=87) | |||
RF | 0.559 (0.30) | Â | Â |
SVM | 0.529 (0.27) | Â | Â |
kNN | 0.593 (0.16) | Â | Â |
NB | 0.649 (0.30) | Â | Â |