Nonintrusive Load Monitoring Based on Advanced Deep Learning and Novel Signature

Table 2

The detailed description of UK-DALE.

House	Date of first measurement	Submeters	Appliances
1	2012-11-19	53	Boiler, solar_thermal_pump, laptop, washing_machine, dishwasher, tv, kitchen_lights, htpc, kettle, toaster, fridge, microwave, lcd_office, hifi_office, breadmaker, amp_livingroom, adsl_router, livingroom_s_lamp, soldering_iron, gigE_&_USBhub, hoover, kitchen_dt_lamp, bedroom_ds_lamp, lighting_circuit, iPad_charger, subwoofer_livingroom, livingroom_lamp_tv, and so on
2	2013-02-17	20	Laptop, monitor, speakers, server, router, server_hdd, kettle, rice_cooker, running_machine, laptop2, washing_machine, dish_washer, fridge, microwave, toaster, playstation, modem, cooker
3	2013-02-27	5	Kettle, electric_heater, laptop, projector
4	2013-03-09	6	Tv_dvd_digibox_lamp, kettle_radio, gas_boiler, freezer, washing_machine_microwave_breadmaker
5	2014-06-29	26	Stereo_speakers, desktop, hairdryer, primary_tv, 24_inch_lcd, treadmill, network_attached_storage, server, 24_inch_lcd_bedroom, PS4, steam_iron, nespresso_pixie, atom_pc, toaster, home_theatre_amp, sky_hd_box, kettle, fridge_freezer, oven, electric_hob, dishwasher, microwave, washer_dryer, vacuum_cleaner