Restoration of the Tully-Fisher Relation by Statistical Rectification
arXiv:2401.13738 · doi:10.3847/2041-8213/ad2856
Abstract
I employ the Lucy rectification algorithm to recover the inclination-corrected distribution of local disk galaxies in the plane of absolute magnitude () and HI velocity width (). By considering the inclination angle as a random variable with a known probability distribution, the novel approach eliminates one major source of uncertainty in studies of the Tully-Fisher relation: inclination angle estimation from axial ratio. Leveraging the statistical strength derived from the entire sample of 28,264 HI-selected disk galaxies at from the Arecibo Legacy Fast ALFA (ALFALFA) survey, I show that the restored distribution follows a sharp correlation that is approximately a power law between : , with and . At the brighter end (), the slope of the correlation decreases to , confirming previous results. Because the method accounts for measurement errors, the intrinsic dispersion of the correlation is directly measured: dex between , while decreases from 0.8 in slow rotators to 0.4 in fast rotators. The statistical rectification method holds significant potential, especially in the studies of intermediate-to-high-redshift samples, where limited spatial resolution hinders precise measurements of inclination angles.
ApJ Letters accepted. Python notebook and data files are available at https://github.com/fuhaiastro/TFR_Lucy
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