Signals from the Noise: Image Stacking for Quasars in the FIRST Survey
arXiv:astro-ph/0607335 · doi:10.1086/507700
Abstract
We present a technique to explore the radio sky into the nanoJansky regime by employing image stacking using the FIRST survey. We first discuss the non-intuitive relationship between the mean and median values of a distribution that is dominated by noise, followed by an analysis of the systematic effects present in FIRST's 20cm VLA snapshot images. Image stacking allows us to recover the properties of source populations with fluxes a factor of 30 or more below the rms noise level. Mean estimates of radio flux density, luminosity, etc., are derivable for any source class having arcsecond positional accuracy. We use this technique to compute the mean radio properties for 41,295 quasars from the SDSS DR3 catalog. There is a tight correlation between optical and radio luminosity, with the radio luminosity increasing as the 0.85 power of optical luminosity. This implies declining radio-loudness with optical luminosity: the most luminous objects (M=-28.5) have average radio-to-optical ratios 3 times lower than the least luminous objects (M=-20). There is also a striking correlation between optical color and radio loudness: quasars that are either redder or bluer than the norm are brighter radio sources, with objects 0.8 magnitudes redder than the SDSS composite spectrum having radio-loudness ratios that are higher by a factor of 10. We explore the longstanding question of whether a radio-loud/radio-quiet dichotomy exists in quasars, finding that optical selection effects probably dominate the distribution function of radio loudness, which has at most a modest (~20%) inflection between the radio-loud and radio-quiet ends of the distribution. We also find, surprisingly, that broad absorption line quasars have higher mean radio flux densities, with the greatest disparity arising in the rare low-ionization BAL subclass.
17 pages, 19 figures, accepted by ApJ; corrected error in absolute magnitudes
References in corpus (34)
- Unified Schemes for Radio-Loud Active Galactic Nuclei
- Composite Quasar Spectra From the Sloan Digital Sky Survey
- Spectroscopic Target Selection in the Sloan Digital Sky Survey: The Quasar Sample
- A Structure for Quasars
- The 2dF QSO Redshift Survey - XII. The spectroscopic catalogue and luminosity function
- Optical and Radio Properties of Extragalactic Sources Observed by the FIRST and SDSS Surveys
- A Catalog of Broad Absorption Line Quasars from the Sloan Digital Sky Survey Third Data Release
- K-band Properties of Galaxy Clusters and Groups: Luminosity Function, Radial Distribution and Halo Occupation Number
- The FIRST Bright Quasar Survey. II. 60 Nights and 1200 Spectra Later
- The Sloan Digital Sky Survey Quasar Catalog III. Third Data Release
- The Frequency and Radio Properties of Broad Absorption Line Quasars
- Properties of Radio-Selected Broad Absorption-Line Quasars from the FIRST Survey
- Continuum and Emission-Line Properties of Broad Absorption Line Quasars
- A Catalog of Spectroscopically Identified White Dwarf Stars in the First Data Release of the Sloan Digital Sky Survey
- Colors of 2625 Quasars at 0<z<5 Measured in the Sloan Digital Sky Survey Photometric System
- Median Statistics, H_0, and the Accelerating Universe
- Radiative Transfer and Acceleration in Magnetocentrifugal Winds
- The Chandra Deep Survey of the Hubble Deep Field North Area. IV. An Ultradeep Image of the HDF-N
- The FIRST Radio-Loud Broad Absorption Line QSO and Evidence for a Hidden Population of Quasars
- The Reddest Quasars
- Is there a Dichotomy in the Radio Loudness Distribution of Quasars?
- Polar Outflows in Six Broad Absorption Line Quasars
- FIRST-2MASS Sources Below the APM Detection Threshold: A Population of Highly Reddened Quasars
- The VLA-COSMOS Survey: I. Radio Identifications from the Pilot Project
- The Chandra Deep Field North Survey. VII. X-ray Emission from Lyman Break Galaxies
- The Radio Loud / Radio Quiet dichotomy: news from the 2dF QSO Redshift Survey
- An I-Band-Selected Sample of Radio-Emitting Quasars: Evidence for a Large Population of Red Quasars
- HIDEEP - An extragalactic blind survey for very low column-density neutral hydrogen
- Evolutive Unification in Composite Active Galactic Nuclei
- The Phoenix Deep Survey: X-ray properties of faint radio sources
- Sub-millimeter detections of Spitzer Space Telescope galaxy populations
- Near Infrared Imaging of the Hubble Deep Field with The Keck Telescope
- Radio-quiet objects in the 2QZ survey
- Stacking Clusters in the ROSAT All-Sky Survey
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