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Microstructure Characterization   63


                 Homogeneity—If the specimen is completely homogenous, then any random sec-
              tioning (or sampling) would reveal the same statistical information. However, since
              most materials are not completely homogenous, the section orientation should be per-
              pendicular to the direction in which the feature (such as phase distribution) has the
              largest gradients.
                 Anisotropy—Anisotropy in this scenario may mean two aspects: the anisotropy of
              the morphology of particles or voids and the anisotropy of the orientation distribution
              of these entities.
                 Accessible parameters versus inaccessible parameters—Stereology should provide
              an unbiased estimate of the properties of higher dimensions from the observations made
              on lower dimensions. Some parameters can be estimated without bias (with no assump-
              tions) and some cannot (an assumption must be made on the distributions). Volume frac-
              tions are one of the accessible parameters, while particle size, volume per particle, and
              number of particles per unit volume cannot be estimated without some assumptions.

              3.2.1 Volume Fraction
              In Figure 3.5, if dots are randomly scattered on the image and then counted within the
              various phases, it can be shown that if enough dots are used and the phase distribution
              is random, the dot density is equal to line segment fraction, the area fraction, and the
              volume fraction (Equation 3-3). This relationship is exact when the average is over the
              entire volume. Nevertheless, sampling over the entire specimen would take tremen-
              dous effort. Data based on sampling a portion of the specimen, however, are not accu-
              rate and depend on the uniformity of the microstructure.
                                            N    L   A   V
                                        P =  α  =  α  =  α  =  α                  (3-3)
                                         P  N    L   A   V
                                             T    T   T   T







                                     Testing Line

                  Intersecting
                    Point














                   If the dots (points) represent pixels, P P  = A A  (point fraction is equal to area fraction)
              FIGURE 3.5  Testing line, testing dots, and intersecting points.
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