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log and semi log models and parameter estimation
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PROCESS DATA REPRESENTATION AND
ANALYSISLOGARITHMIC COORDINATES
Log-log and semi-log plots useful for when experimental data span many orders of
magnitude determining functional relationships of data determining constants for fitting experimental
data too exponential function y=aebx
o power law function y=a xb
Large Range of Experimental Data
Experimentally determined relationship between friction factor and Reynolds number for sphere moving through a fluid given below. Analyse the data by plotting
Reynolds Number 0.9 0.33 0.12 0.074 0.023 0.0091 0.0065 0.0027 0.0011Friction Factor 27 7 3 200 3 2 4 3 0 0 2 635 3 700 8 888 21 900
Plot on normal graph paper not very useful
Data crowded near origin and lie very near to the axes.
Graph not very useful for interpolating and checking suspicious data.
Plot the logarithm of the data
Plot shows a linear correlation and reveals that point measured at Re=0.023 is suspect
Relationship can be expressed as f=aℜb (a power law). Constants a and b can be determined from graph
Instead of computing the base-10 logs plot the data on a log-log graph paper
2 3 4 5 6 7 8 9 2 3 4 5 6 7 8 9 2 3 4 5 6 7 8 9 2 3 4 5 6 7 8 9
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1 1 1 1 11
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Gradations of both abscissa and ordinates increase logarithmically.
Gridlines not evenly spaced - distance bet 0.1 and 0.2 greater than bet 0.9 and 1.01 000 is halfway bet 100 and 10 000 bec. log103 is halfway bet log102 and log104
Determining Functional Relationship
Consider the three functionsy = 5x y = x3 and y = ex
plot of these functions on normal graph paper
5x is linear, difficult to distinguish x3 from ex
plot on log-log paper
both 5x and x3 are linear
any power law function plotted on log-log paper is linear
plot on semi-log paper
ex is linear
any exponential function plotted on semi-log paper is linear
Determining the Constants in the Equations
Consider the Reynolds number vs friction factor plot - ignoring erroneous data point
0.01 0.1 1
100
1000
10000
Reynolds number
Friction factor
straight line on log-log plot means the functional relationship is a power law f=aℜb or log10 f=b log10 ℜ+ log10a
b=slope= riserun
=log1010000−log10100
log10 0.0024−log10 0.23=−1.009
to find a use any set of given dataa= f
ℜ−1.009= 3700
0.0065−1.009=22.98
final relationshipf=22.98 ℜ−1.009
The absorption of radiation by material can be modeled by
R ( x )=Ro eβx
R(x) is the count rate (Geiger counter clicks in one minute)Ro is count rate with no shieldingx is thickness of shielding materialβ is a constant
The table shows measurements of the rate at which radiation particles emitted by 55Fe are detected when a Geiger counter is shielded by aluminium sheets of various thicknesses.
Al Thickness (cm) 0.00162 0.00324 0.00486 0.00648 0.00810 0.00972
Count rate (counts/min) 1 850 1 250 800 450 310 165
Determine the constants Ro and β for this case.