Confusion matrix on test data with ANN: (a) Case 5 and multiple label Type 3, (b) Case 1 and multiple label Type 4.

Confusion matrix on test data with ANN: (a) Case 5 and multiple label Type 3, (b) Case 1 and multiple label Type 4.

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Failure in brittle materials led by the evolution of micro- to macro-cracks under repetitive or increasing loads is often catastrophic with no significant plasticity to advert the onset of fracture. Early failure detection with respective location are utterly important features in any practical application, both of which can be effectively addresse...

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