Introduction
Particle
size distribution data of a material to be collected is very important for the
selection and sizing of a dust collector.
If a
population of particles is represented by a single number (or mean), there can
be many different measures of mean sizes (or central tendency): arithmetic,
geometric, quadratic, cubic, biquadratic, and harmonic to name just a few, each
appropriate to specific uses.
The
mean particle size is rarely quoted in isolation: it is usually related to some
application and used as a single number to represent the full size
distribution. It represents the distribution by some property which is vital to
the application or process under study; if two size distributions have the same
mean, the two materials are likely to behave in the process in the same way.
The arithmetic mean
The
arithmetic mean is the measure of central tendency most widely used in general
statistics, and is essential to a few procedures (such as defining a normal
probability distribution). In the precipitation of fine particles due to
turbulence, the most relevant mean size is the arithmetic mean of the mass
distribution.
The quadratic mean
The
relaxation time and terminal velocity of a particle are both proportional to
squared particle size. Most procedures in dynamic separation do not
specifically require the use of the arithmetic mean. For example, in prediction
of the total efficiency of settling chambers, cyclone separator, or other
dynamic separators, quadratic means of the mass distribution is most
appropriate.
The relationship between them
Usage
of the phrase "average particle diameter" has often been very loose,
and unwary readers often take it to mean the arithmetic mean, when in fact the
value given is the quadratic mean. It is therefore good practice to be
specific. The quadratic mean gives greater weight to bigger particles and is
equal to or greater than the arithmetic mean by an amount that depends on the
variance (s2) according to the relationship below:
(QMD)2
= <x>2 + s2
Where,
QMD is Quadratic Mean Diameter,
<x> is arithmetic mean diameter and,
s is the spread of particle diameters distribution.
Normally,
when <x> and s are presented in a particle size distribution report, the
above expression can be used and obtain the quadratic mean easily and
conveniently.
Two examples of particle size distribution
Here
are two particle size distribution examples; the difference between the two
means is clear.
Example 1 is milled corn; the arithmetic mean diameter is 839.27 micron, while the quadratic mean is 1041.38 micron. The spread of the distribution is 616.64.
Particle
diameter (micron) |
Percentage of mass
(%) |
53 |
0.10% |
73 |
0.91% |
103 |
3.24% |
150 |
3.44% |
212 |
6.67% |
297 |
8.09% |
420 |
11.73% |
594 |
15.17% |
841 |
18.20% |
1191 |
19.62% |
1680 |
7.99% |
2380 |
3.24% |
3360 |
1.62% |
Example 2 is the particle size distribution of sand; the arithmetic mean diameter is 102.83 micron, while the quadratic mean is 116.5 micron. The spread of the distribution is 54.75.
Particle
diameter (micron) |
Percentage of mass
|
10 |
5.50% |
53 |
2.70% |
63 |
5.60% |
75 |
28.40% |
106 |
23.30% |
125 |
20.00% |
150 |
12.00% |
210 |
0.40% |
250 |
0.50% |
300 |
0.90% |
420 |
0.40% |
500 |
0.20% |
850 |
0.10% |
Summary
The
difference between the arithmetic mean and quadratic mean determines their
different usages. However, if the variance of the particle size distribution is
given, quadratic mean is conveniently available from their simple relationship.
In
any case, users should be conscious of the difference between quadratic and
arithmetic mean diameters (which usually is not large) and be specific in
defining the value used.
In
stands with small diameters and narrow range in diameters, the differences are
slight between arithmetic mean and quadratic mean diameters. In stands with
large diameters and a wide range of diameters present or with strongly skewed
diameter distributions, the differences can be substantial.
Keyword
Particle size, mean particle size, Particle size distribution, arithmetic mean diameter (size), quadratic mean diameter (size), dynamic separator, settling chamber, cyclone separator
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