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248   Principles and Methods

        volume concentration, the number concentration of particles, n decreases
                                                                j
                                               –1
                                             3
                                 3
        inversely proportional to r . The   (nm s ) coefficient is only depend-
                                j
                                        jj
        ent on the particle volume or size when other environmental parameters
        are kept constant. When r is sufficiently high so that the Brownian con-
                                j
        tribution (  jjBr     8kT ) is negligible with regard to the mechanical shear-
                         3m
                              32 3
        ing contribution (  jj sh    r G m  ) (eq. 14), then   varies as r . Conversely,
                                                             3
                              3 j
                                                   jj
                                                             j
        as particle size decreases, the contribution from Brownian motion
        becomes significant and induces a horizontal asymptote at   jj (rj → 0)  ≈  8kT .
                                                                       3m
                                                                 –1
        In Figure 7.7, the magnitude of the mean shear rate (G   100 s ) is rep-
                                                         m
        resentative of conditions in natural systems. Under these conditions
        Brownian motion is significant for particles with a radius smaller than
        200 nm. Therefore, there are two diffusion mechanisms for particles
        with radii smaller and larger than 200 nm. For r   200 nm, Brownian
                                                     j
        motion is the dominant contribution for particle mobility:   is constant
                                                              jj
                                                             3
        and t varies inversely with n , and thus decreases with r (Figure 7.8).
                                   j
                                                            j
             a
        For r 	 200 nm, mechanical stirring becomes dominant and t varies with
             j
                                                              a
          1
            , i.e. with r /r , and thus reaches a plateau. It is important to bear in
                      3
                        3
                        j
                     j
        b jj  n j0
        mind, however, that changes in environmental parameters such as G, T,
        or   will shift this mechanism balance toward lower or larger sizes,
        according to Eq. 14. Nevertheless, this example demonstrates the impor-
        tant relationship between particle size and aggregation kinetics, espe-
        cially for nanoparticles, where dispersions are easily formed in the
        absence of mechanical stirring.
           1.E+36
           1.E+34
          t c (sec/m 3 )  1.E+32
           1.E+30

           1.E+28
               1.E–08          1.E–07           1.E–06           1.E–05
                                               (m)
                                   Particle radius r j
        Figure 7.8 The time t c90 required for 90% of the initial particle population to form aggre-
        gates as a function of particle size.
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