Use high-resolution quasar spectra to fit Voigt profiles to Lyman-alpha forest lines near , where the transition appears near . Each fit estimates the neutral-hydrogen column density and the velocity-width parameter . The one-dimensional Maxwell-Boltzmann velocity distribution has variance ; consequently the thermal optical-depth profile is proportional to , with the thermal cutoff of Lyman-alpha line widths
For example, a purely thermal corresponds to .
An observed broad line is not by itself a thermometer: peculiar velocities, bulk gradients, blending and instrumental resolution also broaden it. For independent Gaussian contributions, . After modeling the instrumental response, an uncorrected total width gives an upper bound on the thermal temperature, not a lower bound. The narrowest lines at each column density are least affected by additional broadening. Their lower envelope in the – plane constrains the temperature-density relation of photoionized intergalactic gas, often written .
Calibrate the conversion between column density, density and width with hydrodynamic models incorporating the cosmic ionizing background, pressure smoothing, resolution and selection. It estimates and the slope rather than assigning one temperature to every absorber. Where aligned metal lines trace the same gas, comparing species of different atomic mass can separately estimate a common nonthermal contribution because thermal scales as . The forest lower-envelope method and its numerical calibration are developed in Schaye and collaborators' temperature analysis.

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