Research Article

Approach to Online Defect Monitoring in Fused Deposition Modeling Based on the Variation of the Temperature Field

Table 2

The actual initial stage and the theoretical initial stage of 10 pairs of samples.

ProductFeature valueTheoretical segmentation pointActual segmentation pointCoincidence point

d14h20Mean14, 20, 44, 5514, 52, 6914
Minimum value14, 2914
Maximum value10, 52, 69, 7052, 69, 70
Cross-sectional temperature difference10, 52, 69, 7052, 69, 70
Variance10, 15, 1715

d16h20Mean16, 23, 32, 6616, 55, 6616, 66
Minimum value17, 26, 39, 6517, 66
Maximum value42, 55, 60, 6642, 66
Cross-sectional temperature difference42, 55, 60, 6642, 66
Variance42, 55, 60, 6642, 66

d18h20Mean14, 20, 3312, 29, 7614
Minimum value14, 35, 42, 6914
Maximum value27, 31, 72, 7627, 76
Cross-sectional temperature difference27, 31, 72, 7627, 76
Variance41, 61, 75, 7675, 76

d20h20Mean9, 15, 36, 5110, 36, 569, 36
Minimum value5, 16, 39, 51
Maximum value35, 36, 57, 5935, 36, 57
Cross-sectional temperature difference35, 36, 57, 5935, 36, 57
Variance35, 36, 57, 5935, 36, 57

d24h20Mean18, 24, 32, 4324, 43, 6024, 43
Minimum value24, 32, 4024
Maximum value5, 43, 6043, 60
Cross-sectional temperature difference5, 43, 6043, 60
Variance5, 49, 6060

k20h20Mean7, 42, 759, 42, 757, 42, 75
Minimum value9, 10, 419, 10, 41
Maximum value7, 32, 757, 75
Cross-sectional temperature difference9, 42, 759, 42, 75
Variance7, 42, 757, 42, 75

c16h20Mean10, 13, 1813, 37, 5113
Minimum value2, 9, 28, 56
Maximum value8, 12, 37, 5112, 37, 51
Cross-sectional temperature difference12, 37, 5112, 37, 51
Variance11, 12, 37, 5111, 12, 37, 51

c20h20Mean10, 13, 30, 398, 26, 5810
Minimum value5, 13, 2626
Maximum value51, 58, 6558
Cross-sectional temperature difference17, 26, 53, 58, 6526, 58
Variance7, 49, 59, 657, 59

c20h16Mean12, 14, 3613, 23, 3712, 14, 36
Minimum value6, 13, 22, 3713, 22, 37
Maximum value12, 14, 2312, 14, 23
Cross-sectional temperature difference12, 14, 3912, 14, 39
Variance12, 1312, 13

yt17h20Mean20, 26, 71, 7314, 26, 5426
Minimum value20, 35, 70
Maximum value44, 54, 67, 7354
Cross-sectional temperature difference16, 26, 44, 7316, 26
Variance16, 26, 49, 7316, 26

Note: each segment point is allowed 1 to 2 layers of deviation.