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270   Principles and Methods


           1.E–05                                                1.4

                                                                 1.2
           1.E–06
                                                                 1.0
           1.E–07
          U KE /kT  1.E–08                                       0.8  φ min /kT

                                                                 0.6
           1.E–09
                                                                 0.4
                                                     v = 1 m/day
           1.E–10
                                                     v = 0.5 m/day  0.2
                                                     2nd Minima
           1.E–11                                                0.0
                 0       100       200      300      400       500
                                      dp (nm)
        Figure 7.24 Kinetic energy and the depth of the secondary interaction energy minima
        as a function of particle size (  p   –30 mV;   c   –20 mV; H A   10 –20  J; 	   0.4).
        associated with them. The low kinetic energy associated with nanopar-
        ticles suggests that deposition into even shallow secondary minima may
        be possible. This may explain a lack of dependence of particle mobility
        on fluid flow velocity if the kinetic energy does not exceed the depth of
        a secondary minima or the height of the energy barrier.

        Effect of surface roughness
        Surface heterogeneities are commonly cited as the principal reasons for
        discrepancies between theoretical predictions and experimental results
        for surface controlled processes and have received considerable atten-
        tion in the research literature [70–75]. These heterogeneities may be
        physical (e.g., roughness) or chemical (e.g., charge distribution) [4, 12].
        Heterogeneity tends to become more apparent at smaller length-scales.
        Because the interaction area decreases with decreasing particle size
        (Figure 7.23), nanoparticles will be more affected by surface hetero-
        geneities than larger ones [76].
          One form of chemical heterogeneity is that of an uneven distribution
        of charge resulting from the uneven distribution of surface functional
        groups and crystalline structure defects, and the presence of surface
        impurities or contaminants, such as ferric, aluminum, and manganese
        oxides. The distribution of these heterogeneities may be thought of in
        terms of patches having different charge properties [77]. These patch-
        patch interactions appear to explain some of the observed variability in
        particle transport in chemically heterogeneous systems [73].
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