Skip to main content

Table 3 Mean absolute error (MAE) in Watts for real and denoised testing

From: Investigating the performance gap between testing on real and denoised aggregates in non-intrusive load monitoring

   

CO

 

LSTM

 

S2P

  

Appliance

Real

Den

 

Real

Den

 

Real

Den

ECO (2)

 

audio system

37.7

32.3

 

6.4

5.6

 

6.8

5.9

NAR = 5.9%

 

dishwasher

43.1

40.2

 

7.5

3.9

 

5.8

3.6

  

fridge

41.8

49.8

 

9.5

11.7

 

7.5

8.5

  

kettle

17.3

42.7

 

4.2

2.5

 

3.2

1.3

  

lamp

62.2

47.1

 

28.9

16.4

 

28.4

16.5

UK-DALE (5)

 

dishwasher

87.6

95.1

 

12.2

3.6

 

8.3

4.1

NAR = 27.5%

 

electric oven

50.7

39.2

 

20.7

9.0

 

17.4

9.1

  

electric stove

131.3

40.1

 

7.3

6.1

 

6.4

4.4

  

fridge

161.4

141.4

 

25.7

21.1

 

20.6

16.4

  

washing machine

74.8

51.4

 

28.6

14.8

 

17.3

13.7

REFIT (2)

 

dishwasher

96.0

41.3

 

31.4

9.0

 

25.3

8.5

NAR = 65.1%

 

fridge

57.8

22.8

 

23.0

10.4

 

23.9

12.4

  

kettle

79.1

9.2

 

9.8

3.3

 

9.7

3.2

  

microwave

70.8

46.6

 

2.7

1.5

 

2.8

1.1

  

washing machine

101.5

41.0

 

21.6

12.6

 

24.1

11.3