Skip to main content

Table 6 Model testing on 30 homes from USA with complicated untrained patterns

From: An adaptive model for the autonomous monitoring and management of water end use

Category

Applied model

Number of home

Average accuracy (%)

Accuracy > 90%

80–90%

70–80%

Clothes washer

1 a

6 – (20%)

20 – (66.7%)

4 – (13.3%)

90.1

2a

4 – (13.3%)

10 – (33.3%)

16 – (52.3%)

83.5

Dishwasher

1

3 – (10%)

7 – (70%)

5 – (14.3%)

87.6

2

2 – (%)

4– (%)

9 – (%)

82.1

Evaporative cooler

1

2 – (13.3%)

2– (20%)

3 – (66.7%)

86.8

2

0 – (0%)

1– (14.3%)

6 – (85.7%)

77.4

Toilet

1

5 – (13.3%)

20 – (66.7%)

5 – (13.3%)

88.5

2

6– (20%)

13– (43.3%)

11– (36.7%)

81.1

Tap

1

20– (66.7%)

3– (10%)

7 – (23.3%)

89.5

2

18– (60%)

6– (20%)

6– (20%)

88.3

Shower

1

15– (50%)

8– (26.7%)

7– (23.3%)

92.2

2

14– (46.7%)

5– (16.7%)

11– (36.7%)

90.6

Irrigationb

1

0

0

10 – (100%)

74.2

2

0

0

10 – (100%)

72.5

  1. a1 AutoflowU; 2 Autoflow©. bOnly 10 homes in this testing have irrigation events