Table 4 Energy disaggregation performance in terms of estimation accuracy (EACC) for different temporal contextual window lengths w
From: Robust energy disaggregation using appliance-specific temporal contextual information
Dataset | w = 1 | w = 3 | w = 5 | w = 7 | w = 9 | w = 11 | w = 13 | wopt |
|---|---|---|---|---|---|---|---|---|
ECO-1 | 70.0 | 70.6 | 70.6 | 72.8 | 72.0 | 71.2 | 71.1 | 74.2 |
ECO-2 | 75.0 | 76.0 | 76.0 | 76.1 | 77.3 | 76.1 | 75.1 | 79.5 |
ECO-4 | 79.7 | 79.9 | 80.0 | 80.1 | 81.1 | 80.2 | 79.2 | 83.3 |
ECO-5 | 84.5 | 84.6 | 84.6 | 85.7 | 86.8 | 85.8 | 84.9 | 87.9 |
ECO-6 | 80.8 | 81.1 | 81.3 | 81.5 | 81.4 | 80.7 | 79.7 | 82.3 |
REDD-1 | 69.2 | 69.2 | 71.2 | 70.2 | 69.4 | 69.6 | 69.7 | 72.7 |
REDD-2 | 73.8 | 75.9 | 76.9 | 76.9 | 76.0 | 75.9 | 74.9 | 78.2 |
REDD-3 | 62.5 | 62.5 | 63.7 | 63.6 | 63.0 | 63.1 | 62.8 | 64.6 |
REDD-4 | 70.7 | 71.0 | 71.3 | 73.5 | 73.8 | 72.9 | 72.1 | 74.3 |
REDD-6 | 77.9 | 78.9 | 79.1 | 79.1 | 79.0 | 78.1 | 77.1 | 80.7 |
iAWE | 63.1 | 63.8 | 65.9 | 66.1 | 67.9 | 68.9 | 67.7 | 70.4 |