K. Komai et al., RECOGNITION OF DIFFERENT FRACTURE SURFACE MORPHOLOGIES USING COMPUTERIMAGE-PROCESSING TECHNIQUE, JSME international journal. Series A, mechanics and material engineering, 36(2), 1993, pp. 220-227
The software which enables us to classify six typically different frac
ture surface morphologies, such as striations, equiaxed dimples, elong
ated dimples, transgranular failures, intergranular failures, and clea
vage failures, has been developed based upon computer image processing
and pattern recognition. The texture analyses used here are the Fouri
er power spectrum, generalized co-occurrence matrices, and three-dimen
sional fracture surface topographies. Fourier power spectrum analyses
are very powerful for recognizing striations and intergranular failure
s, whereas a generalized co-occurrence matrix and fracture surface are
a ratio are suitable for cleavage failures. We also point out that the
membership values based upon a soft clustering method, a fuzzy C-mean
s algorithm, allow the system an uncertain fracture surface. This incr
eases the precision of recognition.