Energy Disaggregation on NILM Datasets 7-day adaptation 1-month inference
1.18Storage (MB)RefQuery
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RefQueryExecution Regime=CPU-only constrained, Process Affinity=Limited to two CPU cores, Parallelism=Limited to two threads, Adaptation Mode=Single-appliance, Adaptation Data=7 days, Inference Period=One-month offline2026.03 | 1.18 | 63.2 | 42.41 | |
| MA-CNNExecution Regime=CPU-only constrained, Process Affinity=Limited to two CPU cores, Parallelism=Limited to two threads, Adaptation Mode=Single-appliance, Adaptation Data=7 days, Inference Period=One-month offline2026.03 | 2.38 | 4,950.5 | 115.11 | |
| MA-TRFExecution Regime=CPU-only constrained, Process Affinity=Limited to two CPU cores, Parallelism=Limited to two threads, Adaptation Mode=Single-appliance, Adaptation Data=7 days, Inference Period=One-month offline2026.03 | 11.81 | 4,429.5 | 248.86 | |
| SA-S2PExecution Regime=CPU-only constrained, Process Affinity=Limited to two CPU cores, Parallelism=Limited to two threads, Adaptation Mode=Single-appliance, Adaptation Data=7 days, Inference Period=One-month offline2026.03 | 334.5 | 5,400.3 | 391.07 |