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Table 2 Confusion matrix of the physics-based approach on 228 data points

From: Classification of failure modes of pipelines containing longitudinal surface cracks using mechanics-based and machine learning models

(a) Scenario #1

Total number of samples = 228

Predicted failure mode

Rupture (190)

Leak (38)

Actual failure mode

Rupture (102)

nTP = 98

nFN = 4

Leak (126)

nFP = 92

nTN = 34

(b) Scenario #2

Total number of samples = 228

Predicted failure mode

Rupture (202)

Leak (26)

Actual failure mode

Rupture (102)

nTP = 101

nFN = 1

Leak (126)

nFP = 101

nTN = 25