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International Journal of Interdisciplinary Research

Table 1 Characteristics of the input factors

From: The use of extreme learning machines (ELM) algorithms to prediction strength for cotton ring spun yarn

No.

Input factors

Input value

PCA

Factor contribution (%)

Cumulative factor contribution (%)

Minimum

Maximum

Mean

1

Elongation (%)

3.98

8.84

6.13

10.15

10.2

2

Spindle speed (Rpm)

8000

12,000

10851

8.77

18.9

3

Ring diameter (mm)

42

50

43

8.7

27.6

4

Trash grade

1

4

2

8.53

36.2

5

SCI

108

187

157

7.87

44

6

Maturity

0.82

0.93

0.86

6.99

51

7

SFI (%)

5.9

9.7

7.39

6.96

58

8

Yellowness (+b)

8.9

12.3

10.69

6.81

64.8

9

Length (mm)

24.77

33.45

29.3

6.53

71.3

10

Micronaire

3.27

5.89

3.9

6.21

77.5

11

Length uniformity (%)

78.3

87.3

83.44

4.53

82.1

12

Twist (Tpi)

17.81

23.79

21.55

4.36

86.4

13

Strength (g/tex)

21.5

36.5

29.66

4.32

90.7

14

Count (tex)

19.41

31.56

23.59

2.86

93.6

15

Ringframe draft

20

30

25

2.17

95.8

16

Reflectance (Rd)

71

85

78

1.32

97.1

17

Trash area (%)

0.04

0.57

0.16

1.09

98.2

18

Trash count

1

36

12.36

0.93

99.1

19

Traveler weight (mg)

43

75

67

0.89

100