Research Article

Nonintrusive Load Monitoring Based on Advanced Deep Learning and Novel Signature

Table 20

Appliances for each experiment.

Number of appliances Included appliance

2Stereo_speakers_bedroom, i7_desktop
3Stereo_speakers_bedroom, i7_desktop, hairdryer
4Stereo_speakers_bedroom, i7_desktop, hairdryer, primary_tv
5Stereo_speakers_bedroom, i7_desktop, hairdryer, primary_tv, 24_inch_lcd_bedroom
6Stereo_speakers_bedroom, i7_desktop, hairdryer, primary_tv, 24_inch_lcd_bedroom, treadmill
7Stereo_speakers_bedroom, i7_desktop, hairdryer, primary_tv, 24_inch_lcd_bedroom, treadmill, network_attached_storage
8Stereo_speakers_bedroom, i7_desktop, hairdryer, primary_tv, 24_inch_lcd_bedroom, treadmill, network_attached_storage, core2_server
9Stereo_speakers_bedroom, i7_desktop, hairdryer, primary_tv, 24_inch_lcd_bedroom, treadmill, network_attached_storage, core2_server, 24_inch_lcd
10Stereo_speakers_bedroom, i7_desktop, hairdryer, primary_tv, 24_inch_lcd_bedroom, treadmill, network_attached_storage, core2_server, 24_inch_lcd, steam_iron
11Stereo_speakers_bedroom, i7_desktop, hairdryer, primary_tv, 24_inch_lcd_bedroom, treadmill, network_attached_storage, core2_server, 24_inch_lcd, steam_iron, nespresso_pixie
12Stereo_speakers_bedroom, i7_desktop, hairdryer, primary_tv, 24_inch_lcd_bedroom, treadmill, network_attached_storage, core2_server, 24_inch_lcd, steam_iron, nespresso_pixie, atom_pc
13Stereo_speakers_bedroom, i7_desktop, hairdryer, primary_tv, 24_inch_lcd_bedroom, treadmill, network_attached_storage, core2_server, 24_inch_lcd, steam_iron, nespresso_pixie, atom_pc, toaster
14Stereo_speakers_bedroom, i7_desktop, hairdryer, primary_tv, 24_inch_lcd_bedroom, treadmill, network_attached_storage, core2_server, 24_inch_lcd, steam_iron,nespresso_pixie, atom_pc, toaster, home_theatre_amp
15Stereo_speakers_bedroom, i7_desktop, hairdryer, primary_tv, 24_inch_lcd_bedroom, treadmill, network_attached_storage, core2_server, 24_inch_lcd, steam_iron, nespresso_pixie, atom_pc, toaster, home_theatre_amp, sky_hd_box