Table 2 Comparative F1 scores of the different COOLL appliances for the classification result using the two sets of features \(\{\hat {p}_{j}, \hat {a}_{i}\}\) and \(\{R_{\text {min}}, \hat {a}_{i}\}, j=0,\dots, 3\), and i=1,…,5
From: Electrical transient modeling for appliance characterization
F1 score | ||
|---|---|---|
\(\{\hat {p}_{j}, \hat {a}_{i}\}\) | \(\{R_{\text {min}}, \hat {a}_{i}\}\) | |
Drill | 85.5 | 98.8 |
Fan | 98.7 | 95.2 |
Grinder | 82.4 | 100.0 |
Hair dryer | 99.4 | 100.0 |
Hedge trimmer | 81.8 | 96.7 |
Lamp | 96.8 | 96.8 |
Paint stripper | 100.0 | 100.0 |
Planer | 95.2 | 100.0 |
Router | 78.8 | 100.0 |
Sander | 99.2 | 95.7 |
Saw | 87.4 | 97.2 |
Vacuum cleaner | 100.0 | 98.6 |