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Data Analysis

 

Data Analysis

Material is deposited on each stage of a Cascade Impactor. Each stage has an efficiency curve. It is not analogous to a screen filter or a go/no-go gage. Each stage collects a range of sizes. For this reason it is futile to attempt to garner any information from a single stage in the cascade.
This can be best illustrated by example. Consider a near perfect Cascade Impactor wherein the stage D50 points are close to the popular numbers of 10, 4, 2.5 and 1 micrometers. We have set up a realistic data set for the unit running at its rated flow rate of 10 lpm, for 180 minutes.
The initial data appears as:

Stage
#
Cut Dia.
μm
Net Weight
mg.
Concentration
mg/m3
1 10.6 1.019 0.57
2 4.1 1.252 0.70
3 2.5 2.046 1.14
4 1 1.704 0.95
Filter   0.666 0.37
Total   6.687 3.72

Alas, the concentrations are false. The weights on the stage do not correspond to the defined “Numbers”. To ascertain the truth, the data must be analyzed, plotted on a log probability graph and extracted as shown in Four Stage LORI Impactor.
The true data is:

Stage
#
Cut Dia.
μm
Net Weight
mg.
Concentration
mg/m3
True
Concentration
Error
%
1 10.6 1.019 0.57 3.22 82.4
2 4.1 1.252 0.70 2.1 66.9
3 2.5 2.046 1.14 1.4 18.8
4 1 1.704 0.95 0.39 -142.7
Filter   0.666 0.37    
Total   6.687 3.72    
The error in not analyzing the data is seen to be quite substantial

Copyright © 2006 by BGI / Modified: Wednesday, January 17, 2007
 

 

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