With and , the Fokker-Planck equation becomes the probability-transport equationIts characteristic obeys . Writing and givesConservation of orientation probability pushes the initially uniform density forward by this Jacobian. ThusSince with , the deterministic alignment of an initially isotropic orientation distribution isAt , and ; the characteristic Jacobian preserves at every finite time. Its reciprocal is quadratic in , as in the suggested substitution.
To compute the mean, integrate explicitly:ConsequentlyThe apparent singularity at is removable: , so the initial mean is zero. At late times,Except for the exactly downward initial orientation, which has zero probability in the initial smooth distribution, every characteristic aligns upward. The infinite-time orientation distribution is a point mass at the upward pole.
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