Class Handout - Particle Size Statistics for Grouped Data, J. M. Cimbala (Based on data from William C. Hinds, Aerosol Technology, Wiley, New York, 1982.) All diameters in microns, m. j = class (bin number) D p ,min,j (lower limit) D p ,max, j (upper limit) D p, j (middle value) D p , j = class width 1 2 3 4 5 6 7 8 9 10 11 1 4 6 8 9 10 14 16 20 35 50 4 6 8 9 10 14 16 20 35 50 100 2.5 5 7 8.5 9.5 12 15 18 27.5 42.5 75 3 2 2 1 1 4 2 4 15 15 50 J = n j = n j /D p , j = f (D p , j ) = probability in this class = frequency count per n j /(D p , j n t ) (count per class width = fraction per f (D p , j )*D p , j = class) n j /n t class width 104 160 161 75 67 186 61 79 90 17 0 34.667 80.000 80.500 75.000 67.000 46.500 30.500 19.750 6.000 1.133 0.000 0.0347 0.0800 0.0805 0.0750 0.0670 0.0465 0.0305 0.0198 0.0060 0.0011 0.0000 11 1000 200 180 160 140 120 nj 100 80 60 40 20 0 0.104 0.264 0.425 0.5 0.567 0.753 0.814 0.893 0.983 1 1 1 90 Plot 1 - Simple histogram Plot 2 - Modified histogram count per class width 80 70 60 50 40 30 20 10 0 0 10 20 30 40 50 0 10 20 30 Dp 40 50 Dp 0.09 0.09 Plot 3 - Histogram of fraction per class width 0.08 0.07 0.07 0.06 0.05 0.04 0.03 0.06 0.05 0.04 0.03 0.02 0.02 0.01 0.01 0 0 10 20 30 40 Plot 4 - Probability density function (PDF), linear scale 0.08 PDF = f(Dp, j) f(Dp, j) = fraction per class width 0.104 0.16 0.161 0.075 0.067 0.186 0.061 0.079 0.09 0.017 0 nt = Totals 0.00 50 0 10 20 Dp F(Dp, j) = cumulative dist. function 0.08 Plot 5 - PDF, log scale 0.07 0.06 0.05 0.04 0.03 0.02 0.01 0.00 1 30 40 50 Dp, j 0.09 PDF = f(Dp, j) F (D p , j ) = cumulative distribution function 10 Dp, j on a log scale 100 1.2 1 0.8 0.6 0.4 Plot 6 - Cumulative distribution function 0.2 0 0 10 20 30 Dp,max, j 40 50
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