Solution

ID: past-exam-of-the-thermal-physics-course-of-the-university-of-oxford/2016/6/solution

Normalize the probability density function on :
For , the change of variables is , . Conservation of probability gives the transformed probability density function
It is a Rayleigh distribution with scale . Its derivative is , so it rises from zero, has one maximum, and then decays:
The expected value follows by putting :
Here , obtained from the Gaussian integral by integration by parts. In particular , and the mode changes under a nonlinear variable transformation because a density includes its Jacobian determinant.
Figure 1.
The square root of an exponential variable has a positive density mode
. Original dimensionless Rayleigh distribution with its mode and expected value marked. The density is measured per unit transformed variable, including the change-of-variable factor. Details.

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