# Energy Disaggregation on NILM Datasets 7-day adaptation 1-month inference Source: [Energy Disaggregation on NILM Datasets 7-day adaptation 1-month inference]() Collection index: [llms.txt]() Data updated: 2026-03-06T08:58:51.172Z Evaluation of models performing Energy Disaggregation using the NILM dataset split configured for 7-day adaptation and 1-month inference, measured by operational metrics such as storage, adaptation time, and inference time. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Energy Disaggregation | | Dataset (including any stated split) | NILM Datasets 7-day adaptation 1-month inference | | Metric | Storage (MB) | | Unit | SIZE | | Direction | Lower is better | | Results loaded | 4 of 4 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Storage (MB)](): Lower is better; unit: SIZE. - [Adaptation Time (s)](): Lower is better; unit: TIME. - [Inference Time (s)](): Lower is better; unit: TIME. ## Recorded results | Method | Storage (MB) | Result date | Report paper | | --- | --- | --- | --- | | RefQuery | 1.18 | Not recorded | 69aa5f8b2d603e6de3e418a1 | | MA-CNN | 2.38 | Not recorded | 69aa5f8b2d603e6de3e418a1 | | MA-TRF | 11.81 | Not recorded | 69aa5f8b2d603e6de3e418a1 | | SA-S2P | 334.5 | Not recorded | 69aa5f8b2d603e6de3e418a1 | ### RefQuery Storage (MB): 1.18. Result ID: 69aa972b6dbb7075b9547b8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Execution 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 offline"}. This record does not assert independent reproduction. ### MA-CNN Storage (MB): 2.38. Result ID: 69aa972b6dbb7075b9547b8c. [Reporting paper]() Recorded evaluation configuration: {"Execution 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 offline"}. This record does not assert independent reproduction. ### MA-TRF Storage (MB): 11.81. Result ID: 69aa972b6dbb7075b9547b8d. [Reporting paper]() Recorded evaluation configuration: {"Execution 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 offline"}. This record does not assert independent reproduction. ### SA-S2P Storage (MB): 334.5. Result ID: 69aa972b6dbb7075b9547b8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Execution 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 offline"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.