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Table 7 Energy disaggregation performance increase for each device in terms of estimation accuracy \( {E}_{ACC}^i \) when using the optimal temporal contextual window length w per device

From: Robust energy disaggregation using appliance-specific temporal contextual information

Type

Appliance

ECO

REDD

iAWE

1

2

4

5

6

1

2

3

4

6

1

D

Air conditioner

        

1.4 (3)

9.7 (11)

26.5 (9)

A

Air exhaust

 

0.0 (1)

         

A/B/C

Bathroom-Gfi

     

0.9 (13)

 

13.1 (3)

0.1 (11)

2.4 (3)

 

A

Coffee maker

   

1.8 (3)

0.2 (3)

      

B

Dishwasher

     

4.8 (5)

4.9 (5)

0.0 (1)

3.6 (13)

0.5 (3)

 

A

Disposal

      

0.5 (3)

0.0 (1)

   

A

Dryer

0.6 (7)

          

A

Electric heat

     

1.9 (3)

  

0.0 (1)

  

C

Electronics

       

4.3 (11)

 

10.5 (7)

 

C

Entertainment

 

2.3 (5)

1.8 (7)

1.2 (7)

3.2 (3)

      

B

Freezer

3.4 (5)

3.4 (9)

0.4 (7)

        

B

Fridge

2.8 (5)

2.8 (5)

17.1 (5)

0.6 (3)

5.1 (3)

4.8 (11)

5.6 (5)

3.5 (13)

 

2.0 (3)

0.6 (5)

B

Furnace

       

60.8 (11)

5.4 (13)

  
 

Ghost

1.1 (3)

2.9 (3)

1.0 (3)

1.0 (9)

0.3 (11)

 

0.8 (3)

0.0 (1)

0.1 (11)

0.0 (1)

0.4 (3)

A

Iron

          

0.0 (1)

A

Kettle

3.4 (7)

   

2.4 (3)

      

A/B/C

Kitchen

  

0.0 (1)

  

6.1 (7)

8.4 (5)

7.7 (3)

2.8 (5)

14.2 (3)

 

A

Lamp

 

0.2 (5)

32.2 (13)

  

0.1 (3)

     

C

Laptop

 

12.7 (9)

        

1.1 (7)

B

Lighting

     

17.8 (7)

4.9 (5)

8.4 (7)

2.0 (7)

5.8 (9)

 

A/B

Microwave

  

0.5 (9)

0.0 (1)

 

5.7 (7)

0.7 (3)

9.6 (5)

   

B/C

Out-unknown

       

4.6 (7)

1.1 (9)

3.0 (11)

 

A

Oven

     

0.0 (1)

     

C

PC + printer

   

2.3 (5)

3.3 (13)

      

C

Stereo

 

1.9 (7)

0.2 (7)

        

A

Stove

      

7.6 (3)

 

6.6 (7)

9.4 (3)

 

C

TV

 

0.9 (9)

        

0.4 (13)

B

Washer-dryer

     

7.2 (7)

5.7 (11)

14.1 (7)

17.4 (7)

  

A

WM

0.0 (1)

         

0.0 (1)

D

Water motor

          

44.7 (11)