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In this study acoustic emission (AE) technique was used for monitoring mode I delamination test of sandwich composites. Since, during mode I delamination test various damage mechanisms appear, their classification is of major importance. Hence, integration of $$k$$ k -means algorithm and genetic algorithm was applied as an efficient clustering method to discriminate different failure modes...