Table 11 Example of annotated sensor data for seven operational conditions.

From: Real operational labeled data of air handling units from office, auditorium, and hospital buildings

Set point temperature

Return temperature

Supply air temperature

Supply fan speed

Valve position

Heating supply temperature

Total heating pump

Heating pump 1

Heating pump 2

Heating pump 3

Cooling supply temperature 1

Cooling supply temperature 2

Total cooling pump

Cooling pump 1

Cooling pump 2

labeling

20

21.44

17.12

100

48.08

26.14

26.34

0

0

0

Normal condition

22

24.57

26.77

100

100

21.42

22.59

0

0

0

Normal condition

22

17.42

18.87

0

0

55

100

0

100

0

Supply fan fault

22

17.83

18.28

0

0

55.01

100

0

0

100

Supply fan fault

26

21.73

21.89

0

0

18.88

19.08

0

0

0

Cooling pump fault

20

23.81

20.25

50

71.43

26.43

26.65

0

0

0

Cooling pump fault

22

13.92

15.69

0

0

34.5

0

0

0

0

Heating pump fault

27

22.88

22.52

0

0

18.9

0

0

0

0

Heating pump fault

22

13.91

24.95

40

48.39

44.88

110

0

50

60

Return air temperature fault

20

23.63

18.1

1

100

11.86

26.4

100

100

0

Return air temperature fault

18

24.23

22.42

1

42.86

17.01

18.89

100

0

100

Supply air temperature fault

21

24.33

21.87

1

44

24.8

20.28

100

0

100

Supply air temperature fault

20

24.4

25.12

40

0

25.76

19.8

60

60

0

Valve position fault

28

20.27

20.91

1

0

17.59

17.02

25

0

25

Valve position fault