Research Article
Nonintrusive Load Monitoring Based on Advanced Deep Learning and Novel Signature
Table 19
Performance comparison with the existing models (REDD).
| House | FHMM [33] | Additive FHMM [34] | HieFHMM [34] | Our model |
| 1 | 0.450 | 0.749 | 0.854 | 0.950 | 3 | 0.590 | 0.619 | 0.834 | 0.835 | 4 | 0.430 | 0.417 | 0.424 | 0.856 | 5 | 0.500 | 0.795 | 0.796 | 0.911 | 6 | 0.440 | 0.391 | 0.820 | 0.925 |
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