For a component with and constant , the cosmological perfect-fluid continuity equation becomes
Integration gives the constant-equation-of-state density scaling
Define the present cosmological density parameter by
Substitution into the spatially flat Friedmann equation gives the Hubble parameter for constant-equation-of-state components
Spatial flatness is what allows the expression to contain only the listed density components, with .
For dynamical dark energy, use in the continuity equation to obtain
Therefore the variable dark-energy equation of state gives
Combining this with in the Friedmann equation yields
where
This is the Hubble parameter for matter and dynamical dark energy.
The flux relation is with luminosity distance . In a spatially flat universe,
Thus Type Ia supernova cosmology measures the distance-redshift curve. Equation (2) makes depend on an integral of , while introduces a second integral. Fitting predicted distances to many supernova fluxes over a range of redshifts therefore constrains parameters or bins describing , although these integrations smooth fine redshift structure.
The common luminosity need not be known to constrain the shape of . An unknown multiplies every inferred distance by the same factor and is degenerate with the overall scale , or equivalently with the supernova absolute magnitude. Relative distances at different redshifts still determine the shape of the expansion history. An external calibration is needed to determine the absolute distance scale.
All galaxies in the population share the same formation time , so the difference between their stellar ages equals the difference between their cosmic emission times. The redshift-time relation gives
For a close pair with ,
A cosmic chronometer measurement therefore reconstructs directly from differential galaxy ages. Inserting those values into the matter-plus-dark-energy Friedmann expression constrains .
Supernova distances integrate , while already contains an integral of . Cosmic chronometers avoid the distance integral, so rapid oscillations in suffer one fewer smoothing operation and can leave a more visible signal.

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