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b(largely)f(explains)h(wh)o(y)f(sp)q(eed) h(impro)o(v)o(em)o(en)n(ts)e(of)i(parallel)f(k)o(ernels)f(w)o(ere)h (generally)150 1416 y(lo)o(w)o(est)g(for)i(random)e(maps)h(with)f Fz(p)i FC(v)m(alues)f(near)g(the)g(p)q(ercolation)g(threshold.)36 b(In)20 b(fact)h(the)150 1474 y(cut-and-stac)o(k)e(cluster)f(iden)o (ti\014cation)g(algorithm)g(w)o(as)h(slo)o(w)o(er)f(than)i(the)e(serial)g(F)l (ortran)i(al-)150 1532 y(gorithm)f(at)h Fz(p)g FC(=)g(0)p Fz(:)p FC(62)h(for)f(all)f(map)g(sizes)g(\(T)l(able)h(5.2\).)32 b(By)19 b(studying)h(these)f(relationships)150 1590 y(during)h(co)q(de)f(dev)o (elopmen)o(t)e(and)j(b)o(y)e(an)o(ticipating)h(cluster)g(c)o(haracteristics)f (of)i(non-random)150 1648 y(maps)c(for)h(a)g(particular)g(application,)f (parallel)g(pro)q(cessing)h(b)q(ottlenec)o(ks)f(can)h(b)q(e)g(pinp)q(oin)o (ted,)150 1706 y(and)k(an)g(optimized)e(cluster)h(iden)o(ti\014cation)f (strategy)i(can)g(b)q(e)g(dev)o(elop)q(ed)f(for)h(eac)o(h)f(parallel)150 1764 y(application.)212 1822 y(A)13 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setrgbcolor} bind def /col3 {0 1 1 setrgbcolor} bind def /col4 {1 0 0 setrgbcolor} bind def /col5 {1 0 1 setrgbcolor} bind def /col6 {1 1 0 setrgbcolor} bind def /col7 {1 1 1 setrgbcolor} bind def /DrawEllipse { /endangle exch def /startangle exch def /yrad exch def /xrad exch def /y exch def /x exch def /savematrix mtrx currentmatrix def x y translate xrad yrad scale 0 0 1 startangle endangle arc savematrix setmatrix } def end /$F2psBegin {$F2psDict begin /$F2psEnteredState save def} def /$F2psEnd {$F2psEnteredState restore end} def $F2psBegin 0 setlinecap 0 setlinejoin -54.0 450.0 translate 0.900 -0.900 scale 0.500 setlinewidth n 459 459 14 14 0 360 DrawEllipse gs 0.20 setgray fill gr gs col-1 s gr n 99 459 14 14 0 360 DrawEllipse gs 0.20 setgray fill gr gs col-1 s gr n 339 219 14 14 0 360 DrawEllipse gs 0.20 setgray fill gr gs col-1 s gr n 219 459 14 14 0 360 DrawEllipse gs 0.20 setgray fill gr gs col-1 s gr n 339 99 14 14 0 360 DrawEllipse gs 0.20 setgray fill gr gs col-1 s gr n 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