The EMBED (Energy Monitoring through Building Electricity Disaggregation) dataset is released to facilitate research and performance benchmarking in the disaggregation domain. EMBED contains data from three apartment units in Los Angeles, California, collected for at least two weeks. Aggregate power files, fully labeled appliance event timestamps, and plug load consumption for a variety of monitored appliances is provided in this page.
The dataset attributes is provided below.
| Feature | Value |
|---|---|
| Current sampling rate | 12kHz |
| Voltage sampling rate | 12kHz |
| Power resolution | 60 Hz |
| Plug load sampling rate | 1-2 Hz |
| Power metrics | Real(P), Reactive(Q) |
| Calculated power harmonic content | Up to 9th harmonics |
| Apt 1 Duration | 14 days |
| Apt 2 Duration | 21 days |
| Apt 3 Duration | 27 days |
For more information about the dataset, please refer to the paper:
F. Jazizadeh, M. Afzalan, B. Becerik-Gerber, L. Soibelman, “EMBED: A Dataset for Energy Monitoring through Building Electricity Disaggregation”, in Proceedings of the Ninth ACM International Conference on Future Energy Systems (ACM e-Energy’18), Karlsruhe, Germany, 2018.
DOWNLOAD
Apartment 1 power files
Apartment 2 power files
- Part 1 (3.5 GB)
- Part 2 (3.5 GB)
- Part 3 (3.5 GB)
- Part 4 (3.4 GB)
- Part 5 (3.4 GB)
- Part 6 (3.4 GB)
- Part 7 (2.4 GB)
Apartment 3 power files
- Part 1 (3.4 GB)
- Part 2 (3.4 GB)
- Part 3 (3.4 GB)
- Part 4 (3.4 GB)
- Part 5 (3.4 GB)
- Part 6 (3.3 GB)
- Part 7 (3.3 GB)
- Part 8 (3.5 GB)
- Part 9 (3.5 GB)