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366 Krishnan et al.<br />

F LO ¼ y 1 þ y 2<br />

2<br />

F HI ¼ y 3 þ y 4<br />

2<br />

m f ¼ F HI F LO<br />

2<br />

h ¼ y 1 þ y 2 þ y 3 þ y 4<br />

4<br />

The experimental error is calculated as follows:<br />

E LO ¼ y 2 þ y 3<br />

2<br />

E HI ¼ y 1 þ y 4<br />

2<br />

m e ¼ E HI E LO<br />

2<br />

error ¼ absðm e Þ<br />

ð6Þ<br />

ð7Þ<br />

ð8Þ<br />

The calculation <strong>of</strong> <strong>the</strong> first order effect involves all four experimental<br />

data. The averaging reduces <strong>the</strong> influence <strong>of</strong> an error in any datum. The<br />

coefficients m s <strong>and</strong> m f can be directly compared to determine <strong>the</strong> relative<br />

importance <strong>of</strong> each independent variable. For a measured effect to be<br />

significant, it has to be greater than <strong>the</strong> experimental error. The error also<br />

includes <strong>the</strong> deviation <strong>of</strong> <strong>the</strong> experimental effect from <strong>the</strong> simple model<br />

assumed (Eq. 4).<br />

RESULTS<br />

Effect <strong>of</strong> Agitation on Coagulum Formation<br />

Shear-induced coagulation in latexes has been studied by several<br />

researchers (Ali <strong>and</strong> Zollars, 1987, 1988; Husb<strong>and</strong> <strong>and</strong> Adams, 1992;<br />

Kusters et al., 1997; Lowry et al., 1984, 1986; Matejicek et al., 1988;<br />

Utracki, 1973; Zollars <strong>and</strong> Ali, 1986). Smoluchowski’s expression for<br />

orthokinetic (shear-induced) flocculation is normally used to describe <strong>the</strong><br />

rate <strong>of</strong> shear-induced aggregation. The collision frequency in <strong>the</strong> absence <strong>of</strong><br />

interparticle forces, for uniform particles approaching each o<strong>the</strong>r along<br />

rectilinear paths, was predicted by Smoluchowski to be (16/3)N 2 p a3 g where<br />

N p is <strong>the</strong> number <strong>of</strong> particles per unit volume, a is <strong>the</strong> particle radius, <strong>and</strong> g<br />

is <strong>the</strong> shear rate (von Smoluchowski, 1917). If each collision results in

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