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Figure 2.3 Realizations of effluent plumes contrasted with the ensemble-averaged
plume.
2.2.2 Does the ensemble-averaged field exist?
An instantaneous effluent plume from a point source (Figure 2.3) is sinuous and
irregular. Measurements show that near the source the effluent concentration is
roughly uniform within it and zero outside it. But the ensemble-averaged plume is
diffuse and smooth; in homogeneous, wind-tunnel turbulence its mean concentra-
tion profile is found to be Gaussian. This suggests that the ensemble-averaged field
is unlikely to exist in any realization of a turbulent flow, even for an instant.
2.2.3 The ensemble-averaging rules
The ensemble average (we shall use average and mean interchangeably) has
convenient properties that are commonly called the Reynolds averaging rules:
• The average of a sum is the sum of the averages (the distributive property):
+ b
+ b.
a
˜
= ˜
a
(2.5)
Reynolds ( 1895 ) used a volume average but assumed it follows the rules for the ensemble average, so in the
turbulence community they now bear his name. We'll discuss the volume averaging rules in Chapter 3 .
 
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