Nonintrusive Load Monitoring Based on Advanced Deep Learning and Novel Signature

Table 3

The detailed description of REDD.

House	Submeters	Appliances
1	20	Oven1, oven2, refrigerator, washer_drye1, dishwasher, kitchen_outlets1, kitchen_outlets2, lighting, lighting1 washer_dryer2, microwave, bathroom_gfi, electric_heat, stove, kitchen_outlets3, washer_dryer3kitchen_outlets4, lighting2
2	11	Kitchen_outlets1, lighting, dishwasherstove, microwave, washer_dryer, kitchen_outlets2, refrigerator, disposal
3	22	Outlets_unknown1, kitchen_outlets1outlets_unknown2, lighting 1, microwave, electronics, refrigerator, disposal, dishwasher, furance, lighting2, lighting3, outlets_unknown3, washer_dryer1, washer_dryer2, lighting4, smoke_alarms, lighting5, bathroom_gfi, kitchen_outlets2
4	20	Lighting1, furance, kitchen_outlets1, stove, outlets_unknown, washer_dryer, air_conditioning1, air_conditioning2, miscellaeneous, smoke_alarms, lighting2, kitchen_outlets2, dishwaser, bathroom_gfi1, bathroom_gfi2, lighting3, lighting4, air_conditioning3
5	26	Microwave, lighting1, outlets_unknown1, furance, outlets_unknown2, washer_dryer1, washer_dryer2, subpanel1, subpanel2, electric_heat1, electric_heat2, lighting2, outlets_unknown3, bathroom_gfi, lighting3, refrigerator, lighting4, dishwaser, disposal, electronics, lighting5, kitchen_outlets1, kitchen_outlets2, outdoor_outlets
6	17	Kitchen_outlets1, washer_dryer, stove, electronics,bathroom_gfi, refrigerator, dishwasher, outlets_unknown1, outlets_unknown2, electric_heat, kitchen_outlets2, lighting, air_conditioning1, air_conditioning 2, air_conditioning3