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Nanoparticle Transport, Aggregation, and Deposition  283

        can calculate d by plotting Eq. 32 and solving for the inverse slope of
                      w
        a log/log plot of t (x) versus x [e.g., logsxd ~  d 1   logstd ].
                        c
                                                 w
          Due to this steric contribution, as particle size approaches that of the
        pore size particles diffuse within a disordered structure in a constrained
        fashion. In bacterial biofilms, Lacroix-Gueu et al. [109] showed the
        enabled anomalous diffusion of latexes and bacteriophages with 55 nm
        radius. In 1.5 to 2 weight percent agarose gels, the steric obstructions
        appear with solute sizes above 10 nm, and a critical size is measured
        around 70 nm [100, 110]. However, the critical size is logically inversely
        correlated to the gel density. Labille et al. [108] showed with the same
        agarose gel that in a gel/solution interface, the fiber density is locally
        increased from 1.5 to 5 percent by weight in a 100- m thickness inter-
        phase layer, through which the maximum size of diffusing particles is
        decreased to around 50 nm radius. The diffusion motion of macromole-
        cules has also been measured in intracellular cytoplasm, where dextran
        with molecular weight up to 2 106 Da (~ 45 nm radius) undergoes
        impaired diffusion [111].


        Electrostatic interactions. Most gels, flocs, and biofilms encountered in
        aquatic and soil environments are mainly composed of polysaccharides
        and humic substances. Both of these highly reactive components are neg-
        atively charged in a large pH range due to the presence of acidic groups
        in their chemical structure [89, 112]. This induces a negative surface
        charge to the global diffusing media, which is characterized as follows
        by the Donnan potential  , which is the average difference in potential
        between gel and bulk water:

                                    kT     21  r
                                c 5     sinh                          (33)
                                    zF        2zFc
        where   is the charge density of the gel; c and z are respectively the molar
        concentration and charge of the electrolyte in the external bulk solution;
        and F is the Faraday constant. The diffusion motion in the gel of charged
        nanoparticles is thus affected by an electrostatic contribution   that can
        be described by a Boltzmann distribution:
                                 [A]           Z Fc
                                                A
                                    P
                             p 5      5 expa2       b                 (34)
                                 [A] w          kT
        where [A] is the concentration of particles A in gel pores exclusively con-
                 P
        trolled by electrostatic interactions and Z is electrical charge of the par-
                                             A
        ticles. Figure 7.32 exemplifies the effect of a negatively charged agarose
        gel on the diffusion motion of a positively charged solute. The anionic gel
        charge is neutralized by protonation at pH < 3.5, and is screened at
        pH > 9 by increased ionic strength required for pH adjustment. The
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