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The Astrophysical Journal | 2009

COSMOS PHOTOMETRIC REDSHIFTS WITH 30-BANDS FOR 2-deg2

O. Ilbert; P. Capak; M. Salvato; H. Aussel; H. J. McCracken; D. B. Sanders; N. Z. Scoville; J. Kartaltepe; S. Arnouts; E. Le Floc'h; Bahram Mobasher; Y. Taniguchi; F. Lamareille; A. Leauthaud; Shunji S. Sasaki; D. Thompson; M. Zamojski; G. Zamorani; S. Bardelli; M. Bolzonella; A. Bongiorno; M. Brusa; Karina Caputi; C. M. Carollo; T. Contini; R. Cook; G. Coppa; O. Cucciati; S. de la Torre; L. de Ravel

We present accurate photometric redshifts in the 2-deg2 COSMOS field. The redshifts are computed with 30 broad, intermediate, and narrow bands covering the UV (GALEX), Visible-NIR (Subaru, CFHT, UKIRT and NOAO) and mid-IR (Spitzer/IRAC). A chi2 template-fitting method (Le Phare) was used and calibrated with large spectroscopic samples from VLT-VIMOS and Keck-DEIMOS. We develop and implement a new method which accounts for the contributions from emission lines (OII, Hbeta, Halpha and Ly) to the spectral energy distributions (SEDs). The treatment of emission lines improves the photo-z accuracy by a factor of 2.5. Comparison of the derived photo-z with 4148 spectroscopic redshifts (i.e. Delta z = zs - zp) indicates a dispersion of sigma_{Delta z/(1+zs)}=0.007 at i<22.5, a factor of 2-6 times more accurate than earlier photo-z in the COSMOS, CFHTLS and COMBO-17 survey fields. At fainter magnitudes i<24 and z<1.25, the accuracy is sigma_{Delta z/(1+zs)}=0.012. The deep NIR and IRAC coverage enables the photo-z to be extended to z~2 albeit with a lower accuracy (sigma_{Delta z/(1+zs)}=0.06 at i~24). The redshift distribution of large magnitude-selected samples is derived and the median redshift is found to range from z=0.66 at 22


The Astrophysical Journal | 2009

Photometric Redshift and Classification for the XMM-COSMOS Sources

M. Salvato; G. Hasinger; O. Ilbert; G. Zamorani; M. Brusa; N. Z. Scoville; P. Capak; S. Arnouts; H. Aussel; M. Bolzonella; A. Buongiorno; N. Cappelluti; Karina Caputi; F. Civano; R. Cook; M. Elvis; R. Gilli; Knud Jahnke; J. Kartaltepe; C. D. Impey; F. Lamareille; E. Le Floc'h; S. Lilly; V. Mainieri; P. J. McCarthy; H. J. McCracken; M. Mignoli; Bahram Mobasher; Takashi Murayama; S. Sasaki

We present photometric redshifts and spectral energy distribution (SED) classifications for a sample of 1542 optically identified sources detected with XMM in the COSMOS field. Our template fitting classifies 46 sources as stars and 464 as nonactive galaxies, while the remaining 1032 require templates with an active galactic nucleus (AGN) contribution. High accuracy in the derived photometric redshifts was accomplished as the result of (1) photometry in up to 30 bands with high-significance detections, (2) a new set of SED templates, including 18 hybrids covering the far-UV to mid-infrared, which have been constructed by the combination of AGNs and nonactive galaxies templates, and (3) multiepoch observations that have been used to correct for variability (most important for type 1 AGNs). The reliability of the photometric redshifts is evaluated using the subsample of 442 sources with measured spectroscopic redshifts. We achieved an accuracy of σΔz/(1+z_(spec)) = 0.014 for i∗_(AB) < 22.5 (σΔz/(1+z_(spec)) ~ 0.015 for i∗_(AB) < 24.5). The high accuracies were accomplished for both type 2 (where the SED is often dominated by the host galaxy) and type 1 AGNs and QSOs out to z = 4.5. The number of outliers is a large improvement over previous photometric redshift estimates for X-ray-selected sources (4.0% and 4.8% outliers for i∗_(AB) < 22.5 and i∗_(AB) < 24.5, respectively). We show that the intermediate band photometry is vital to achieving accurate photometric redshifts for AGNs, whereas the broad SED coverage provided by mid-infrared (Spitzer/IRAC) bands is important to reduce the number of outliers for normal galaxies.


The Astrophysical Journal | 2009

ONGOING AND CO-EVOLVING STAR FORMATION IN zCOSMOS GALAXIES HOSTING ACTIVE GALACTIC NUCLEI

J. D. Silverman; F. Lamareille; C. Maier; S. J. Lilly; V. Mainieri; M. Brusa; N. Cappelluti; G. Hasinger; G. Zamorani; M. Scodeggio; M. Bolzonella; T. Contini; C. M. Carollo; Knud Jahnke; Jean-Paul Kneib; O. Le Fèvre; Andrea Merloni; S. Bardelli; A. Bongiorno; H. Brunner; Karina Caputi; F. Civano; A. Comastri; G. Coppa; O. Cucciati; S. de la Torre; L. de Ravel; M. Elvis; A. Finoguenov; F. Fiore

We present a study of the host galaxies of AGN selected from the zCOSMOS survey to establish if accretion onto supermassive black holes and star formation are explicitly linked up to z~1. We identify 152 galaxies that harbor AGN, based on XMM observations of 7543 galaxies (i<22.5). Star formation rates (SFRs), including those weighted by stellar mass, are determined using the [OII]3727 emission-line, corrected for an AGN contribution. We find that the majority of AGN hosts have significant levels of star formation with a distribution spanning ~1-100 Msun yr^-1. The close association between AGN activity and star formation is further substantiated by an increase in the AGN fraction with the youthfulness of their stars as indicated by the rest-frame color (U-V) and spectral index Dn(4000); we demonstrate that mass-selection alleviates an artifical peak falling in the transition region when using luminosity-limited samples. We also find that the SFRs of AGN hosts evolve with cosmic time in a manner that closely mirrors the overall galaxy population and explains the low SFRs in AGNs (z<0.3) from the SDSS. We conclude that the conditions most conducive for AGN activity are a massive host galaxy and a large reservoir of gas. Furthermore, a direct correlation between mass accretion rate onto SMBHs and SFR is shown to be weak although the average ratio is constant with redshift, effectively shifting the evidence for a co-evolution scenario in a statistical manner to smaller physical scales. Our findings illustrate an intermittent scenario with an AGN lifetime substantially shorter than that of star formation and underlying complexities regarding fueling over vastly different physical scales yet to be determined [Abridged].


The Astrophysical Journal | 2009

Chasing highly obscured QSOs in the COSMOS field

F. Fiore; S. Puccetti; M. Brusa; M. Salvato; G. Zamorani; T. Aldcroft; H. Aussel; H. Brunner; P. Capak; N. Cappelluti; F. Civano; A. Comastri; M. Elvis; C. Feruglio; A. Finoguenov; Antonella Fruscione; R. Gilli; G. Hasinger; Anton M. Koekemoer; J. Kartaltepe; O. Ilbert; C. D. Impey; E. Le Floc'h; S. Lilly; V. Mainieri; Alejo Martinez-Sansigre; H. J. McCracken; N. Menci; Andrea Merloni; Takamitsu Miyaji

A large population of heavily obscured, Compton-thick active galactic nuclei (AGNs) is predicted by AGN synthesis models for the cosmic X-ray background and by the relic supermassive black hole mass function measured from local bulges. However, even the deepest X-ray surveys are inefficient to search for these elusive AGNs. Alternative selection criteria, combining mid-infrared with near-infrared, and optical photometry, have instead been successful in pinpointing a large population of Compton-thick AGNs. We take advantage of the deep Chandra and Spitzer coverage of a large area (more than 10 times the area covered by the Chandra deep fields, CDFs) in the Cosmic Evolution Survey (COSMOS) field to extend the search of highly obscured, Compton-thick active nuclei to higher luminosity. These sources have low surface density, and therefore large samples can be provided only through large area surveys, like the COSMOS survey. We analyze the X-ray properties of COSMOS MIPS sources with 24 μm fluxes higher than 550 μJy. For the MIPS sources not directly detected in the Chandra images, we produce stacked images in soft and hard X-rays bands. To estimate the fraction of Compton-thick AGN in the MIPS source population, we compare the observed stacked count rates and hardness ratios to those predicted by detailed Monte Carlo simulations, including both obscured AGN and star-forming galaxies. The volume density of Compton-thick QSOs (log L(2-10 keV) = 44-45 erg s^(–1), or logλL_λ(5.8 μm) = 44.79-46.18 erg s^(–1) for a typical infrared to X-ray luminosity ratio) evaluated in this way is (4.8 ± 1.1) × 10^(–6) Mpc^(–3) in the redshift bin 1.2-2.2. This density is ~44% of all X-ray-selected QSOs in the same redshift and luminosity bin, and it is consistent with the expectation of the most up-to-date AGN synthesis models for the cosmic X-ray background (Gilli et al. 2007). The density of lower luminosity Compton-thick AGNs (log L(2-10 keV) = 43.5-44) at z = 0.7-1.2 is (3.7 ± 1.1) × 10^(–5) Mpc^(–3), corresponding to ~67% of X-ray-selected AGNs. The comparison between the fraction of infrared-selected, Compton-thick AGNs to the X-ray selected, unobscured, and moderately obscured AGNs at high and low luminosity suggests that Compton-thick AGNs follow a luminosity dependence similar to that discovered for Compton-thin AGNs, becoming relatively rarer at high luminosities. We estimate that the fraction of AGNs (unobscured, moderately obscured, and Compton thick) to the total MIPS source population is 49 ± 10%, a value significantly higher than that previously estimated at similar 24 μm fluxes. We discuss how our findings can constrain AGN feedback models.


Astronomy and Astrophysics | 2010

The X-ray to optical-UV luminosity ratio of X-ray selected type 1 AGN in XMM-COSMOS

E. Lusso; A. Comastri; C. Vignali; G. Zamorani; M. Brusa; R. Gilli; K. Iwasawa; M. Salvato; F. Civano; M. Elvis; Andrea Merloni; A. Bongiorno; Jonathan R. Trump; Anton M. Koekemoer; E. Schinnerer; E. Le Floc'h; N. Cappelluti; Knud Jahnke; M. T. Sargent; J. D. Silverman; V. Mainieri; F. Fiore; M. Bolzonella; O. Le Fèvre; B. Garilli; A. Iovino; Jean-Paul Kneib; F. Lamareille; S. J. Lilly; M. Mignoli

We present a study of the X-ray to optical properties of a sample of 545 X-ray selected type 1 AGN, from the XMM-COSMOS survey, over a wide range of redshifts (0.04 textless z textless 4.25) and X-ray luminosities (40.6 textless= Log L([2-10]) (keV) textless= 45.3). About 60% of them are spectroscopically identified type 1 AGN, while the others have a reliable photometric redshift and are classified as type 1 AGN on the basis of their multi-band Spectral Energy Distributions. We discuss the relationship between UV and X-ray luminosity, as parameterized by the alpha(ox) spectral slope, and its dependence on redshift and luminosity. We compare our findings with previous investigations of optically selected broad-line AGN (mostly from SDSS). A highly significant correlation between alpha(ox) and L(2500) angstrom is found, in agreement with previous investigations of optically selected samples. We calculate bolometric corrections, k(bol), for the whole sample using hard X-ray luminosities (L([2-10] keV)), and the Eddington ratios for a subsample of 150 objects for which black hole mass estimates are available. We confirm the trend of increasing bolometric correction with increasing Eddington ratio as proposed in previous works. A tight correlation is found between alpha(ox) and k(bol), which can be used to estimate accurate bolometric corrections using only optical and X-ray data. We find a significant correlation between alpha(ox) and Eddington ratio, in which the ratio between X-ray and optical flux decreases with increasing Eddington ratio.


The Astrophysical Journal | 2009

ACTIVE GALACTIC NUCLEUS HOST GALAXY MORPHOLOGIES IN COSMOS

Jared M. Gabor; C. D. Impey; Knud Jahnke; Brooke Simmons; Jonathan R. Trump; Anton M. Koekemoer; M. Brusa; N. Cappelluti; E. Schinnerer; Vernesa Smolčić; M. Salvato; Jason Rhodes; Bahram Mobasher; P. Capak; Richard Massey; Alexie Leauthaud; N. Z. Scoville

We use Hubble Space Telescope/Advanced Camera for Surveys images and a photometric catalog of the Cosmic Evolution Survey (COSMOS) field to analyze morphologies of the host galaxies of ~400 active galactic nucleus (AGN) candidates at redshifts 0.3 < z < 1.0. We compare the AGN hosts with a sample of nonactive galaxies drawn from the COSMOS field to match the magnitude and redshift distribution of the AGN hosts. We perform two-dimensional surface brightness modeling with GALFIT to yield host galaxy and nuclear point source magnitudes. X-ray-selected AGN host galaxy morphologies span a substantial range that peaks between those of early-type, bulge-dominated and late-type, disk-dominated systems. We also measure the asymmetry and concentration of the host galaxies. Unaccounted for, the nuclear point source can significantly bias results of these measured structural parameters, so we subtract the best-fit point source component to obtain images of the underlying host galaxies. Our concentration measurements reinforce the findings of our two-dimensional morphology fits, placing X-ray AGN hosts between early- and late-type inactive galaxies. AGN host asymmetry distributions are consistent with those of control galaxies. Combined with a lack of excess companion galaxies around AGN, the asymmetry distributions indicate that strong interactions are no more prevalent among AGN than normal galaxies. In light of recent work, these results suggest that the host galaxies of AGN at these X-ray luminosities may be in a transition from disk-dominated to bulge-dominated, but that this transition is not typically triggered by major mergers.We use HST/ACS images and a photometric catalog of the COSMOS field to analyze morphologies of the host galaxies of ∼400 AGN candidates at redshifts 0.3 < z < 1.0. We compare the AGN hosts with a sample of non-active galaxies drawn from the COSMOS field to match the magnitude and redshift distribution of the AGN hosts. We perform 2-D surface brightness modeling with GALFIT to yield host galaxy and nuclear point source magnitudes. X-ray selected AGN host galaxy morphologies span a substantial range that peaks between those of early-type, bulge-dominated and late-type, disk-dominated systems. We also measure the asymmetry and concentration of the host galaxies. Unaccounted for, the nuclear point source can significantly bias results of these measured structural parameters, so we subtract the best-fit point source component to obtain images of the underlying host galaxies. Our concentration measurements reinforce the findings of our 2-D morphology fits, placing X-ray AGN hosts between earlyand late-type inactive galaxies. AGN host asymmetry distributions are consistent with those of control galaxies. Combined with a lack of excess companion galaxies around AGN, the asymmetry distributions indicate that strong interactions are no more prevalent among AGN than normal galaxies. In light of recent work, these results suggest that the host galaxies of AGN at these X-ray luminosities may be in a transition from disk-dominated to bulge-dominated, but that this transition is not typically triggered by major mergers. Subject headings: galaxies: active — galaxies: evolution — galaxies: interactions — galaxies: structure


The Astrophysical Journal | 2009

High-redshift quasars in the cosmos survey: the space density of z > 3 x-ray selected QSOs

M. Brusa; A. Comastri; R. Gilli; G. Hasinger; Kazushi Iwasawa; V. Mainieri; M. Mignoli; M. Salvato; G. Zamorani; A. Bongiorno; N. Cappelluti; F. Civano; F. Fiore; Andrea Merloni; J. D. Silverman; Jonathan R. Trump; C. Vignali; P. Capak; M. Elvis; O. Ilbert; C. D. Impey; S. Lilly

We present a new measurement of the space density of high-redshift (z ≃ 3.0-4.5), X-ray-selected quasi-stellar objects (QSOs) obtained by exploiting the deep and uniform multiwavelength coverage of the COSMOS survey. We have assembled a large (40 objects), homogeneous sample of z > 3 QSOs with X-ray flux F_0.5-2 keV > 10^(–15) erg cm^(–2) s^(–1), and available spectroscopic (22) or photometric (18) redshifts. We discuss their optical (color-color diagrams) and X-ray properties, their number counts and space densities and compare our findings with previous works and model predictions. We find that the optical properties of X-ray-selected quasars are not significantly different from those of optically selected samples. There is evidence for substantial X-ray absorption (logN_H > 23 cm^(–2)) in about 20% of the sources in the sample. We find that the comoving space density of luminous (L_X ≳ 10^(44) erg s^(–1)) QSOs declines exponentially (by an e-folding per unit redshift) in the z ~ 3.0-4.5 range, with a behavior similar to that observed for optically bright unobscured QSOs selected in large area optical surveys. Prospects for future, large and deep X-ray surveys are also discussed.


Astronomy and Astrophysics | 2009

Black hole growth and starburst activity at z = 0.6-4 in the Chandra Deep Field South Host galaxies properties of obscured AGN

M. Brusa; F. Fiore; P. Santini; A. Grazian; A. Comastri; G. Zamorani; G. Hasinger; Andrea Merloni; F. Civano; A. Fontana; V. Mainieri

Aims. The co-evolution of host galaxies and the active black holes which reside in their centre is one of the most important topics in modern observational cosmology. Here we present a study of the properties of obscured active galactic nuclei (AGN) detected in the CDFS 1 Ms observation and their host galaxies. Methods. We limited the analysis to the MUSIC area, for which deep K-band observations obtained with ISAAC@VLT are available, ensuring accurate identifications of the counterparts of the X-ray sources as well as reliable determination of photometric redshifts and galaxy parameters, such as stellar masses and star formation rates. In particular, we: 1) refined the X-ray/infrared/optical association of 179 sources in the MUSIC area detected in the Chandra observation; 2) studied the host galaxies observed and rest frame colors and properties. Results. We found that X-ray selected (LX > 10 42 erg s −1 ) AGN show Spitzer colors consistent with both AGN and starburst dominated infrared continuum; the latter would not have been selected as AGN from infrared diagnostics. The host galaxies of X-ray selected obscured AGN are all massive (M∗ > 10 10 M� ) and, in 50% of the cases, are also actively forming stars (1/SSFR 1a ndM∗ > 3 × 10 11 M� , a fraction significantly higher than in the local Universe for AGN of similar luminosities.


Astrophysical Journal Supplement Series | 2010

THE VLA-COSMOS PERSPECTIVE ON THE INFRARED-RADIO RELATION. I. NEW CONSTRAINTS ON SELECTION BIASES AND THE NON-EVOLUTION OF THE INFRARED/RADIO PROPERTIES OF STAR-FORMING AND ACTIVE GALACTIC NUCLEUS GALAXIES AT INTERMEDIATE AND HIGH REDSHIFT

M. Sargent; E. Schinnerer; E. J. Murphy; H. Aussel; E. Le Floc'h; D. T. Frayer; Alejo Martinez-Sansigre; P. Oesch; M. Salvato; Vernesa Smolčić; G. Zamorani; M. Brusa; N. Cappelluti; C. L. Carilli; C. M. Carollo; O. Ilbert; J. Kartaltepe; Anton M. Koekemoer; S. J. Lilly; D. B. Sanders; N. Z. Scoville

VLA 1.4 GHz (σ ~ 0.012 mJy) and MIPS 24 and 70 μm (σ ~ 0.02 and 1.7 mJy, respectively) observations covering the 2 deg^2 COSMOS field are combined with an extensive multiwavelength data set to study the evolution of the infrared (IR)-radio relation at intermediate and high redshift. With ~4500 sources—of which ~30% have spectroscopic redshifts—the current sample is significantly larger than previous ones used for the same purpose. Both monochromatic IR/radio flux ratios (q_(24) and q_(70)), as well as the ratio of the total IR and the 1.4 GHz luminosity (q_(TIR)), are used as indicators for the IR/radio properties of star-forming galaxies and active galactic nuclei (AGNs). Using a sample jointly selected at IR and radio wavelengths in order to reduce selection biases, we provide firm support for previous findings that the IR-radio relation remains unchanged out to at least z ~ 1.4. Moreover, based on data from ~150 objects we also find that the local relation likely still holds at z ∈ [2.5, 5]. At redshift z < 1.4, we observe that radio-quiet AGNs populate the locus of the IR-radio relation in similar numbers as star-forming sources. In our analysis, we employ the methods of survival analysis in order to ensure a statistically sound treatment of flux limits arising from non-detections. We determine the observed shift in average IR/radio properties of IR- and radio-selected populations and show that it can reconcile apparently discrepant measurements presented in the literature. Finally, we also investigate variations of the IR/radio ratio with IR and radio luminosity and find that it hardly varies with IR luminosity but is a decreasing function of radio luminosity.


Astronomy and Astrophysics | 2010

The [O III] emission line luminosity function of optically selected type-2 AGN from zCOSMOS

A. Bongiorno; M. Mignoli; G. Zamorani; F. Lamareille; G. Lanzuisi; Takamitsu Miyaji; M. Bolzonella; C. M. Carollo; T. Contini; Jean-Paul Kneib; O. Le Fèvre; S. J. Lilly; V. Mainieri; A. Renzini; M. Scodeggio; S. Bardelli; M. Brusa; Karina Caputi; F. Civano; G. Coppa; O. Cucciati; S. de la Torre; L. de Ravel; P. Franzetti; B. Garilli; C. Halliday; G. Hasinger; Anton M. Koekemoer; A. Iovino; P. Kampczyk

Aims. We present a catalog of 213 type-2 AGN selected from the zCOSMOS survey. The selected sample covers a wide redshift range (0.15 textless z textless 0.92) and is deeper than any other previous study, encompassing the luminosity range 10(5.5) L-circle dot textless L-[OIII] textless 10(9.1) L-circle dot. We explore the intrinsic properties of these AGN and the relation to their X-ray emission (derived from the XMM-COSMOS observations). We study their evolution by computing the [OIII]lambda 5007 angstrom line luminosity function (LF) and we constrain the fraction of obscured AGN as a function of luminosity and redshift. Methods. The sample was selected on the basis of the optical emission line ratios, after applying a cut to the signal-to-noise ratio (S/N) of the relevant lines. We used the standard diagnostic diagrams ([O III]/H beta versus [N II]/H alpha and [OIII]/H beta versus [S II]/H alpha) to isolate AGN in the redshift range 0.15 textless z textless 0.45 and the diagnostic diagram [O III]/H beta versus [O II]/H beta to extend the selection to higher redshift (0.5 textless z textless 0.92). Results. Combining our sample with one drawn from SDSS, we found that the best description of the evolution of type-2 AGN is a luminosity-dependent density evolution model. Moreover, using the type-1 AGN LF we were able to constrain the fraction of type-2 AGN to the total (type-1 + type-2) AGN population. We found that the type-2 fraction decreases with luminosity, in agreement with the most recent results, and shows signs of a slight increase with redshift. However, the trend with luminosity is visible only after combining the SDSS+zCOSMOS samples. From the COSMOS data points alone, the type-2 fraction seems to be quite constant with luminosity.

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V. Mainieri

European Southern Observatory

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Anton M. Koekemoer

Space Telescope Science Institute

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