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244   Principles and Methods

          Suspensions of nanoparticles may be stabilized through selection of
        solvent polarity [28–32] and solution ionic strength [33, 34]. For
        processes that require working in aqueous or water-based systems (that
        may also be more representative of natural systems), manipulating sol-
        vent polarity may be problematic and eventually impractical. A variety
        of techniques have been developed for dispersing particles into suspen-
        sion, including: solvent exchange for buckminsterfullerene [15, 33, 35],
        extended agitation (and presumably slow reaction) [18, 36], wrapping
        or grafting molecules, such as surfactants, that impart hydrophilicity
        to the nanoparticles [37], or direct functionalization of the nanoparticle
        to produce hydrophilic groups.


        Aggregation kinetics and particle stability
        The stability of particle dispersions may be evaluated by comparing the
        aggregation rates of “sticky” and less sticky particles. Here, the sticki-
        ness is accounted for in terms of a collision efficiency [38]. In the case
        of perfectly sticky particles (    1), aggregation is assumed to be lim-
        ited only by the transport of particles up to one another. The ratio of the
        aggregation rates between these two cases is characterized in terms of
        a stability ratio, W, which may be written as:


                                         k 11fast
                                   W  5                                (7)
                                         k 11slow
        where k 11fast  and k 11slow  are the rate constants for the early stages of aggre-
        gation where individual particles collide and form doublets under condi-
        tions where transport (often diffusion) is limiting and where attachment
        is limiting. The rate constants respectively correspond to diffusion-limited
        (fast) and reaction-limited (slow) aggregation. In diffusion-limited aggre-
        gation, every contact between particles is assumed to result in the for-
        mation of a particle-particle bond or adhesion. In reaction-limited
        aggregation only a fraction of the particle-particle contacts that occur
        result in the particles adhering to one another. The stability ratio may be
        evaluated experimentally by comparing the aggregation rate observed
        under favorable (    1) and unfavorable (  → 0) interfacial interaction
        conditions. For particles that are stabilized primarily by electrostatic
        repulsion, there is a critical ionic strength (which varies as a function
        of electrolyte valence) referred to as the critical coagulation concentration
        (CCC), above which aggregation is assumed to be transport-limited and
        the value of W is taken as unity. At ionic strengths below the CCC, repul-
        sive electrostatic interactions become significant and W is greater than one.
          Aggregation rates can be measured using static or dynamic light scat-
        tering (depending on particle size) of mean particle diameter. In the case
        of particles stabilized by electrostatic repulsion, the stability ratio is then
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