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Polymer-based nanocomposites                                      147

           5.2.6.2 Maxwell-Garnett equation

           This model is relatively easy for modeling due to its linearity. However, this model
           shows better results for lower filler loading, below the percolation threshold. It pro-
           poses that the separation distances between the randomly oriented inclusions are
           larger than their characteristic sizes [183,184]. This model is not restricted by the
           resistivity of the filler or the polymer matrix in a polymer nanocomposite. The effec-
           tive dielectric permittivity of the final mixture for spherical inclusions is given by
           Eq. (5.14) [69]:

                      "                  #

                            3φ ε f  ε m
                              f
               ε eff ¼ ε m 1+                                             (5.14)
                          φ m  ε f  ε m +3ε m
           However, for the randomly oriented ellipsoids, the effective dielectric permittivity for
           such an isotropic mixture in the jth direction is given by Eq. (5.15) [185,186]:
                             f
                           φ X           ε f   ε m
                            3   j¼x,y,z  ε m + A j ε f  ε m

               ε eff ¼ ε m + ε m                                          (5.15)
                              f
                             φ X         A j ε f   ε m
                          1
                              3   j¼x,y,z  ε m + A j ε f  ε m
           where A is the depolarization factor. For spherical inclusions (i.e., when A¼1/3),
           Eq. (5.15) will simply revert to Eq. (5.14).


           5.2.6.3 Bruggeman self-consistent effective medium
                    approximation
           This model fits well for comparatively larger filler concentration as compared with the
           Maxwell-Garnett equation, which is best for lower loadings. This model gives better
           results when the fillers approach to near agglomeration [69]. The main formula of
           Bruggeman’s model for spherical fillers is given by Eq. (5.16):

                1 φ f         + φ f      ¼ 0                              (5.16)
                       ε m  ε eff  ε f  ε eff
                      ε m +2ε eff  ε f +2ε eff
           As can be seen from Eq. (5.16), the filler and polymer matrix are symmetrically
           related. Moreover, Eq. (5.16) can be solved for the final Bruggeman’s formula as
           shown in Eq. (5.17):


                        1 φ
               ε f  ε eff    f  ε f  ε m
                      ¼                                                   (5.17)
                 ε 1=3        1=3
                  eff        ε m
           Eq. (5.17) is best for filler concentration smaller than the percolation thresholds.
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