# Non-Intrusive Load Monitoring on UK-DALE (House 1) Source: [Non-Intrusive Load Monitoring on UK-DALE (House 1)]() Collection index: [llms.txt]() Data updated: 2026-03-06T08:58:51.279Z Evaluation of Non-Intrusive Load Monitoring (NILM) performance using data specifically from House 1 of the UK-DALE dataset, assessed using appliance-specific MAE and F1 scores. 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 | Non-Intrusive Load Monitoring | | Dataset (including any stated split) | UK-DALE (House 1) | | Metric | MAE (F) | | Unit | SCALAR | | 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 - [MAE (F)](): Lower is better; unit: SCALAR. - [MAE (DW)](): Lower is better; unit: SCALAR. - [MAE (MW)](): Lower is better; unit: SCALAR. - [MAE (WM)](): Lower is better; unit: SCALAR. - [MAE (K)](): Lower is better; unit: SCALAR. - [MAE (Average)](): Lower is better; unit: SCALAR. - [F1 Score (F)](): Higher is better; unit: PERCENT. - [F1 Score (DW)](): Higher is better; unit: PERCENT. - [F1 Score (MW)](): Higher is better; unit: PERCENT. - [F1 Score (WM)](): Higher is better; unit: PERCENT. - [F1 Score (K)](): Higher is better; unit: PERCENT. - [F1 Score (Average)](): Higher is better; unit: PERCENT. ## Recorded results | Method | MAE (F) | Result date | Report paper | | --- | --- | --- | --- | | MA-TRF | 12.32 | Not recorded | 69aa5f8b2d603e6de3e418a1 | | SA-S2P | 15.54 | Not recorded | 69aa5f8b2d603e6de3e418a1 | | RefQuery | 16.79 | Not recorded | 69aa5f8b2d603e6de3e418a1 | | MA-CNN | 21.15 | Not recorded | 69aa5f8b2d603e6de3e418a1 | ### MA-TRF MAE (F): 12.32. Result ID: 69aa972b6dbb7075b9547b99. [Reporting paper]() Recorded evaluation configuration: {"Adaptation data duration":"7 days"}. This record does not assert independent reproduction. ### SA-S2P MAE (F): 15.54. Result ID: 69aa972b6dbb7075b9547b97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation data duration":"7 days"}. This record does not assert independent reproduction. ### RefQuery MAE (F): 16.79. Result ID: 69aa972b6dbb7075b9547b9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation data duration":"7 days"}. This record does not assert independent reproduction. ### MA-CNN MAE (F): 21.15. Result ID: 69aa972b6dbb7075b9547b98. [Reporting paper]() Recorded evaluation configuration: {"Adaptation data duration":"7 days"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.