Table 1 List of evaluated datasets and their properties
From: Robust energy disaggregation using appliance-specific temporal contextual information
Dataset | #App | Ts (s) | T (days) | Appliance type | Appliances |
|---|---|---|---|---|---|
ECO-1 | 7 (6) | 1 | 7 | One state/multi-state | (1) Fridge, (2) dryer, (3) coffee machine, (4) kettle, (5) washing machine, (6) PC, (7) freezer |
ECO-2 | 12 (9) | 1 | 7 | One state/multi-state/non-linear | (1) Tablet, (2) dishwasher, (3) air exhaust, (4) fridge, (5) entertainment, (6) freezer, (7) kettle, (8) lamp, (9) laptop, (10) stove, (11) TV, (12) stereo |
ECO-4 | 8 (8) | 1 | 7 | One state/multi-state/non-linear | (1) Fridge, (2) kitchen appliances, (3) lamp, (4) stereo and laptop, (5) freezer, (6) tablet, (7) entertainment, (8) microwave |
ECO-5 | 8 (6) | 1 | 7 | One state/multi-state/non-linear | (1) Tablet, (2) coffee machine, (3) kettle, (4) microwave, (5) fridge, (6) entertainment, (7) PC, router and printer, (8) fountain |
ECO-6 | 7 (6) | 1 | 7 | One state/multi-state/non-linear | (1) Lamp, (2) laptop and printer, (3) routers, (4) coffee machine, (5) entertainment, (6) fridge, (7) kettle |
REDD-1 | 18 (17) | 3 | 14 | One state/multi-state/continuous | (1) Oven, (2) oven, (3) refrigerator, (4) dishwasher, (5) kitchen outlets, (6) kitchen outlets, (7) lighting, (8) washer-dryer, (9) microwave, (10) bathroom, (11) electric heat, (12) stove, (13) kitchen outlets, (14) kitchen outlets, (15) lighting, (16) lighting, (17) washer-dryer, (18) washer-dryer |
REDD-2 | 9 (10) | 3 | 11 | One state/multi-state | (1) Kitchen outlets, (2) lighting, (3) stove, (4) microwave, (5) washer-dryer, (6) kitchen outlets, (7) refrigerator, (8) dishwasher, (9) disposal |
REDD-3 | 20 (18) | 3 | 14 | One state/multi-state/non-linear | (1) Outlets unknown, (2) outlets unknown, (3) lighting, (4) electronics, (5) refrigerator, (6) disposal, (7) dishwasher, (8) furnace, (9) lighting, (10) outlets unknown, (11) washer-dryer, (12) washer-dryer, (13) lighting, (14) microwave, (15) lighting, (16) smoke alarms, (17) lighting, (18) bathroom, (19) kitchen outlets, (20) kitchen outlets |
REDD-4 | 18 (16) | 3 | 14 | One state/multi-state/continuous/non-linear | (1) Lighting, (2) furnace, (3) kitchen outlets, (4) outlets unknown, (5) washer-dryer, (6) stove, (7) air conditioning, (8) air conditioning, (9) miscellaneous, (10) smoke alarms, (11) lighting, (12) kitchen outlets, (13) dishwasher, (14) bathroom, (15) bathroom, (16) lighting, (17) lighting, (18) air conditioning |
REDD-6 | 15 (14) | 3 | 12 | One state/multi-state/continuous/non-linear | (1) Kitchen outlets, (2) washer-dryer, (3) stove, (4) electronics, (5) bathroom, (6) refrigerator, (7) dishwasher, (8) outlets unknown, (9) outlets unknown, (10) electric heat, (11) kitchen outlets, (12) lighting, (13) air conditioning, (14) air conditioning, (15) air conditioning |
iAWE | 10 (9) | 1 | 7 | One state/multi-state/continuous | (1) Fridge, (2) air condition, (3) air condition, (4) washing machine, (5) laptop, (6) iron, (7) kitchen, (8) television, (9) water filter, (10) water motor |