A strong redshift dependence of the broad absorption line quasar fraction

TL;DR

This study uses advanced spectral analysis to determine that the intrinsic fraction of broad absorption line quasars significantly decreases with redshift, challenging simple orientation-based models.

Contribution

It introduces a non-negative matrix factorisation method for spectral reconstruction and provides the first detailed measurement of redshift dependence of BALQSO fraction accounting for selection effects.

Findings

Intrinsic CIV BALQSO fraction is about 41% after corrections.

The BALQSO fraction decreases by a factor of 3.5 from z~4.0 to z~2.0.

Redshift dependence suggests orientation alone cannot explain BAL features.

Abstract

We describe the application of non-negative matrix factorisation to generate compact reconstructions of quasar spectra from the Sloan Digital Sky Survey (SDSS), with particular reference to broad absorption line quasars (BALQSOs). BAL properties are measured for SiIV lambda1400, CIV lambda1550, AlIII lambda1860 and MgII lambda2800, resulting in a catalogue of 3547 BALQSOs. Two corrections, based on extensive testing of synthetic BALQSO spectra, are applied in order to estimate the intrinsic fraction of CIV BALQSOs. First, the probability of an observed BALQSO spectrum being identified as such by our algorithm is calculated as a function of redshift, signal-to-noise ratio and BAL properties. Second, the different completenesses of the SDSS target selection algorithm for BALQSOs and non-BAL quasars are quantified. Accounting for these selection effects the intrinsic CIV BALQSO fraction is 41+/-5 per cent. Our analysis of the selection effects allows us to measure the dependence of the intrinsic CIV BALQSO fraction on luminosity and redshift. We find a factor of 3.5+/-0.4 decrease in the intrinsic fraction from the highest redshifts, z~4.0, down to z~2.0. The redshift dependence implies that an orientation effect alone is not sufficient to explain the presence of BAL troughs in some but not all quasar spectra. Our results are consistent with the intrinsic BALQSO fraction having no strong luminosity dependence, although with 3-sigma limits on the rate of change of the intrinsic fraction with luminosity of -6.9 and 7.0 per cent dex^-1 we are unable to rule out such a dependence.