A cosmological distance measure converts an observed redshift, angle, flux, or travel time into a distance in an expanding spacetime. Different measures answer different operational questions and therefore need not agree numerically.
The angular diameter distance is defined by for a small transverse physical size subtending angle . In a spatially flat Friedmann-Lemaitre-Robertson-Walker metric,
where is the comoving radial distance.
In a standard expanding cosmology, initially increases from zero but eventually decreases because the factor dominates the bounded comoving distance. Beyond its maximum, a fixed physical object subtends a larger angle at a larger redshift.
A cosmological standard ruler is a feature with a fixed known or redshift-independent physical or comoving size. Comparing its observed angular and radial extents constrains the expansion history even when its absolute size is treated as a nuisance parameter.
Baryon acoustic oscillations are the relic spatial scale of sound waves in the pre-recombination photon-baryon fluid. The scale appears both as a preferred separation in galaxy clustering and as oscillatory structure in the cosmological density power spectrum.
For a comoving BAO scale perpendicular to the line of sight in a spatially flat universe,
Its redshift dependence constrains the shape of the distance--redshift relation.
For a small comoving BAO separation parallel to the line of sight,
in units with . Combining this with a transverse measurement eliminates the unknown ruler size.
The matter power spectrum contains low-amplitude oscillatory features because baryons preserve their pre-recombination acoustic phase and later transfer part of it gravitationally to the combined matter distribution.
The Alcock-Paczyński test compares radial and transverse distance conversion using a feature that is statistically isotropic in comoving space.
The Alcock-Paczyński parameter compares radial and transverse distance conversion at one redshift. An intrinsically isotropic comoving feature obeys
so its unknown absolute size cancels.

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