Table 1. Household Power/Appliance Open Access Datasets.
Dataset | Location | Duration, Year | No. Houses | Energy Sensors | Data Recorded | Readings Freq. |
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Agg.=Aggregate, App.=Appliance, Sub.=Power circuit, e.g., the fuse which all appliances in a single room are connected to. |
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Types is in relation to appliance groups in situations where only appliances were monitored. |
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Active Power (P), Reactive Power (Q), Apparent Power (S), Energy (E), Frequency (f), Power Factor (pf), Phase Angle (Φ), Voltage (V) and Current (I). ACS-F1 and ACS-F2 datasets contain appliance signatures obtained in a laboratory setting instead of real homes. | ||||||
ACS-F132 | CHE | 2*1 h sessions, 2013 | N/A | 100 App. (10 types) | V, I, f, P, Q, Φ | 10 secs |
ACS-F220 | CHE | 2*1 h sessions, 2013 | N/A | 225 App. (15 types) | V, I, f, P, Q, Φ | 10 secs |
AMPds16 | CAN | 1 year, 2012 | 1 | 21 App. | V, I, f, pf, P, Q, S, E | 1 min |
AMPds217 | CAN | 2 years, 2012 | 1 | 21 App. | V, I, f, pf, P, Q, S, E | 1 min |
BLUED14 | USA | 8 days, 2011 | 1 | Agg. | V, I | 12 kHz |
DRED33 | NED | 6 months, 2015 | 1 | Agg., 12 App. | P | 1 Hz |
ECO22 | CHE | 8 months, 2012 | 6 | Agg., 6–10 App. | V, I, P, Q, Φ | 1 Hz |
GREEND34 | AUT, ITA | 1 year, 2013 | 9 | 9 App. | P | 1 Hz |
HES2 | GBR | 1 month (255 houses), | 251 | Agg., 1–10 Sub., | P | 10 min |
1 year (26 houses), 2010 | 13–51 App. | |||||
iAWE35 | IND | 73 days, 2013 | 1 | Agg., 10 App. | Agg. V, I, f, P, Q, S, E, Φ | 1 Hz |
App. V, I, f, P, S, E, Φ | ||||||
IHEPCDS18 | FRA | 4 years, 2006 | 1 | Agg., 3 Sub. | Agg. P, Q | 1 min |
Sub. E | ||||||
REDD13 | USA | 3–19 days, 2011 | 6 | Agg., 9–24 App. | Agg. V, P | Agg. 15 kHz |
App. P | App. 3 secs | |||||
REFIT | GBR | 2 years, 2013 | 20 | Agg., 9 App. | P | 8 secs |
Smart*23 | USA | 3 months, 2012 | 3 | House A. Agg., 26 Sub., | Agg. V, f, P, S | Agg. 1 Hz |
55 App. | Sub. V, f, P, S | Sub. 1 Hz | ||||
House B, C. Agg., 21 Sub. | App. P | App. 2.5 secs | ||||
Tracebase21 | DEU | 1,883 days, 2012 onwards | 15 | 158 App. (43 types) | P | 1 Hz |
UK-DALE19 | GBR | 655 days, 2012 | 5 | Agg., 5–54 App. | Agg. V, I | Agg. 16 kHz |
App. P | App. 6 secs |