In the canonical ensemble, a one-particle velocity state has kinetic energy and hence probability density proportional to , where . The three Cartesian Gaussian integrals normalize the density to the Maxwell-Boltzmann velocity distribution
Integrating over a spherical shell of radius and area gives the Maxwell speed distribution
Since
its unique positive maximum is the Most probable speed in the Maxwell distribution
The component of the Maxwell-Boltzmann velocity distribution is a centered normal random variable, so . Therefore
The same one-dimensional normal distribution has
Because , the frequency variance and standard deviation are
The Doppler relation is the affine change of variables
Transforming the one-dimensional Maxwell-Boltzmann velocity distribution therefore gives the normalized thermal Doppler broadening profile
Thus
The measured Gaussian line width satisfies , so the temperature follows from

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