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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


Astronomy and Astrophysics | 2011

GOODS–Herschel: an infrared main sequence for star-forming galaxies

D. Elbaz; M. Dickinson; H. S. Hwang; T. Díaz-Santos; G. Magdis; B. Magnelli; D. Le Borgne; F. Galliano; M. Pannella; P. Chanial; Lee Armus; V. Charmandaris; E. Daddi; H. Aussel; P. Popesso; J. Kartaltepe; B. Altieri; I. Valtchanov; D. Coia; H. Dannerbauer; K. Dasyra; R. Leiton; Joseph M. Mazzarella; D. M. Alexander; V. Buat; D. Burgarella; Ranga-Ram Chary; R. Gilli; R. J. Ivison; S. Juneau

We present the deepest 100 to 500 μm far-infrared observations obtained with the Herschel Space Observatory as part of the GOODS-Herschel key program, and examine the infrared (IR) 3–500 μm spectral energy distributions (SEDs) of galaxies at 0 < z < 2.5, supplemented by a local reference sample from IRAS, ISO, Spitzer, and AKARI data. We determine the projected star formation densities of local galaxies from their radio and mid-IR continuum sizes. We find that the ratio of total IR luminosity to rest-frame 8 μm luminosity, IR8 (≡ L_(IR)^(tot)/L_8), follows a Gaussian distribution centered on IR8 = 4 (σ = 1.6) and defines an IR main sequence for star-forming galaxies independent of redshift and luminosity. Outliers from this main sequence produce a tail skewed toward higher values of IR8. This minority population (  3 × 10^(10) L_⊙ kpc^(-2)) and a high specific star formation rate (i.e., starbursts). The rest-frame, UV-2700 A size of these distant starbursts is typically half that of main sequence galaxies, supporting the correlation between star formation density and starburst activity that is measured for the local sample. Locally, luminous and ultraluminous IR galaxies, (U)LIRGs (L_(IR)^(tot)≥ 10^(11) L_☉), are systematically in the starburst mode, whereas most distant (U)LIRGs form stars in the “normal” main sequence mode. This confusion between two modes of star formation is the cause of the so-called “mid-IR excess” population of galaxies found at z > 1.5 by previous studies. Main sequence galaxies have strong polycyclic aromatic hydrocarbon (PAH) emission line features, a broad far-IR bump resulting from a combination of dust temperatures (T_(dust) ~ 15–50 K), and an effective T_(dust)  ~ 31 K, as derived from the peak wavelength of their infrared SED. Galaxies in the starburst regime instead exhibit weak PAH equivalent widths and a sharper far-IR bump with an effective T_(dust)~ 40 K. Finally, we present evidence that the mid-to-far IR emission of X-ray active galactic nuclei (AGN) is predominantly produced by star formation and that candidate dusty AGNs with a power-law emission in the mid-IR systematically occur in compact, dusty starbursts. After correcting for the effect of starbursts on IR8, we identify new candidates for extremely obscured AGNs.


Astrophysical Journal Supplement Series | 2007

The First Release COSMOS Optical and Near-IR Data and Catalog*

P. Capak; H. Aussel; Masaru Ajiki; H. J. McCracken; B. Mobasher; N. Z. Scoville; Patrick Lynn Shopbell; Y. Taniguchi; D. Thompson; S. Tribiano; S. S. Sasaki; A. W. Blain; M. Brusa; C. L. Carilli; A. Comastri; C. M. Carollo; P. Cassata; James W. Colbert; Richard S. Ellis; M. Elvis; Mauro Giavalisco; W. Green; L. Guzzo; G. Hasinger; O. Ilbert; C. D. Impey; Knud Jahnke; J. Kartaltepe; Jean-Paul Kneib; Jin Koda

We present imaging data and photometry for the COSMOS survey in 15 photometric bands between 0.3 and 2.4 μm. These include data taken on the Subaru 8.3 m telescope, the KPNO and CTIO 4 m telescopes, and the CFHT 3.6 m telescope. Special techniques are used to ensure that the relative photometric calibration is better than 1% across the field of view. The absolute photometric accuracy from standard-star measurements is found to be 6%. The absolute calibration is corrected using galaxy spectra, providing colors accurate to 2% or better. Stellar and galaxy colors and counts agree well with the expected values. Finally, as the first step in the scientific analysis of these data we construct panchromatic number counts which confirm that both the geometry of the universe and the galaxy population are evolving.


The Astrophysical Journal | 2012

IDENTIFYING LUMINOUS ACTIVE GALACTIC NUCLEI IN DEEP SURVEYS: REVISED IRAC SELECTION CRITERIA

J. L. Donley; Anton M. Koekemoer; M. Brusa; P. Capak; Carolin N. Cardamone; F. Civano; O. Ilbert; C. D. Impey; J. Kartaltepe; Takamitsu Miyaji; M. Salvato; D. B. Sanders; Jonathan R. Trump; G. Zamorani

Spitzer/IRAC selection is a powerful tool for identifying luminous active galactic nuclei (AGNs). For deep IRAC data, however, the AGN selection wedges currently in use are heavily contaminated by star-forming galaxies, especially at high redshift. Using the large samples of luminous AGNs and high-redshift star-forming galaxies in COSMOS, we redefine the AGN selection criteria for use in deep IRAC surveys. The new IRAC criteria are designed to be both highly complete and reliable, and incorporate the best aspects of the current AGN selection wedges and of infrared power-law selection while excluding high-redshift star-forming galaxies selected via the BzK, distant red galaxy, Lyman-break galaxy, and submillimeter galaxy criteria. At QSO luminosities of log L_(2-10keV)(erg s^(–1)) ≥44, the new IRAC criteria recover 75% of the hard X-ray and IRAC-detected XMM-COSMOS sample, yet only 38% of the IRAC AGN candidates have X-ray counterparts, a fraction that rises to 52% in regions with Chandra exposures of 50-160 ks. X-ray stacking of the individually X-ray non-detected AGN candidates leads to a hard X-ray signal indicative of heavily obscured to mildly Compton-thick obscuration (log N H (cm^(–2)) = 23.5 ± 0.4). While IRAC selection recovers a substantial fraction of luminous unobscured and obscured AGNs, it is incomplete to low-luminosity and host-dominated AGNs.


The Astrophysical Journal | 2011

THE BULK OF THE BLACK HOLE GROWTH SINCE z ∼ 1 OCCURS IN A SECULAR UNIVERSE: NO MAJOR MERGER-AGN CONNECTION*

Mauricio Cisternas; Knud Jahnke; K. J. Inskip; J. Kartaltepe; Anton M. Koekemoer; Thorsten Lisker; Aday R. Robaina; M. Scodeggio; Kartik Sheth; Jonathan R. Trump; R. Andrae; Takamitsu Miyaji; E. Lusso; M. Brusa; P. Capak; N. Cappelluti; F. Civano; O. Ilbert; C. D. Impey; Alexie Leauthaud; S. J. Lilly; M. Salvato; N. Z. Scoville; Y. Taniguchi

What is the relevance of major mergers and interactions as triggering mechanisms for active galactic nuclei (AGNs) activity? To answer this long-standing question, we analyze 140 XMM-Newton-selected AGN host galaxies and a matched control sample of 1264 inactive galaxies over z ~ 0.3–1.0 and M_∗ < 10^(11.7) M_⊙ with high-resolution Hubble Space Telescope/Advanced Camera for Surveys imaging from the COSMOS field. The visual analysis of their morphologies by 10 independent human classifiers yields a measure of the fraction of distorted morphologies in the AGN and control samples, i.e., quantifying the signature of recent mergers which might potentially be responsible for fueling/triggering the AGN. We find that (1) the vast majority (>85%) of the AGN host galaxies do not show strong distortions and (2) there is no significant difference in the distortion fractions between active and inactive galaxies. Our findings provide the best direct evidence that, since z ~ 1, the bulk of black hole (BH) accretion has not been triggered by major galaxy mergers, therefore arguing that the alternative mechanisms, i.e., internal secular processes and minor interactions, are the leading triggers for the episodes of major BH growth.We also exclude an alternative interpretation of our results: a substantial time lag between merging and the observability of the AGN phase could wash out the most significant merging signatures, explaining the lack of enhancement of strong distortions on the AGN hosts. We show that this alternative scenario is unlikely due to (1) recent major mergers being ruled out for the majority of sources due to the high fraction of disk-hosted AGNs, (2) the lack of a significant X-ray signal in merging inactive galaxies as a signature of a potential buried AGN, and (3) the low levels of soft X-ray obscuration for AGNs hosted by interacting galaxies, in contrast to model predictions.


The Astrophysical Journal | 2012

SPECTROSCOPIC CONFIRMATION OF THREE z-DROPOUT GALAXIES AT z = 6.844-7.213: DEMOGRAPHICS OF Lyα EMISSION IN z ∼ 7 GALAXIES

Yoshiaki Ono; Masami Ouchi; Bahram Mobasher; Mark Dickinson; Kyle Penner; Kazuhiro Shimasaku; Benjamin J. Weiner; J. Kartaltepe; Kimihiko Nakajima; Hooshang Nayyeri; Daniel Stern; Nobunari Kashikawa; Hyron Spinrad

We present the results of our ultra-deep Keck/DEIMOS spectroscopy of z-dropout galaxies in the Subaru Deep Field and Great Observatories Origins Deep Surveys northern field. For 3 out of 11 objects, we detect an emission line at ~1 ?m with a signal-to-noise ratio of ~10. The lines show asymmetric profiles with high weighted skewness values, consistent with being Ly?, yielding redshifts of z = 7.213, 6.965, and 6.844. Specifically, we confirm the z = 7.213 object in two independent DEIMOS runs with different spectroscopic configurations. The z = 6.965 object is a known Ly? emitter, IOK-1, for which our improved spectrum at a higher resolution yields a robust skewness measurement. The three z-dropouts have Ly? fluxes of 3 ? 10?17?erg?s?1?cm?2 and rest-frame equivalent widths EWLy? 0 = 33-43 ?. Based on the largest spectroscopic sample of 43 z-dropouts, which is the combination of our and previous data, we find that the fraction of Ly?-emitting galaxies (EWLy? 0 > 25 ?) is low at z ~ 7; 17% ? 10% and 24% ? 12% for bright (M UV ?21) and faint (M UV ?19.5) galaxies, respectively. The fractions of Ly?-emitting galaxies drop from z ~ 6 to 7 and the amplitude of the drop is larger for faint galaxies than for bright galaxies. These two pieces of evidence would indicate that the neutral hydrogen fraction of the intergalactic medium increases from z ~ 6 to 7 and that the reionization proceeds from high- to low-density environments, as suggested by an inside-out reionization model.


The Astrophysical Journal | 2012

THE EVOLVING INTERSTELLAR MEDIUM OF STAR-FORMING GALAXIES SINCE z = 2 AS PROBED BY THEIR INFRARED SPECTRAL ENERGY DISTRIBUTIONS

G. Magdis; E. Daddi; M. Béthermin; Mark Sargent; D. Elbaz; M. Pannella; M. Dickinson; H. Dannerbauer; E. da Cunha; F. Walter; D. Rigopoulou; V. Charmandaris; Ho Seong Hwang; J. Kartaltepe

Using data from the mid-infrared to millimeter wavelengths for individual galaxies and for stacked ensembles at 0.5 1012 L ☉). For galaxies within the MS, we show that the variations of specific star formation rates (sSFRs = SFR/M *) are driven by varying gas fractions. For relatively massive galaxies like those in our samples, we show that the hardness of the radiation field, U, which is proportional to the dust-mass-weighted luminosity (L IR/M dust) and the primary parameter defining the shape of the IR spectral energy distribution (SED), is equivalent to SFE/Z. For MS galaxies with stellar mass log (M */M ☉) ≥ 9.7 we measure this quantity, U, showing that it does not depend significantly on either the stellar mass or the sSFR. This is explained as a simple consequence of the existing correlations between SFR-M *, M *-Z, and M gas-SFR. Instead, we show that U (or equally L IR/M dust) does evolve, with MS galaxies having harder radiation fields and thus warmer temperatures as redshift increases from z = 0 to 2, a trend that can also be understood based on the redshift evolution of the M *-Z and SFR-M * relations. These results motivate the construction of a universal set of SED templates for MS galaxies that are independent of their sSFR or M * but vary as a function of redshift with only one parameter, U.


The Astrophysical Journal | 2012

CANDELS: Constraining the AGN-Merger Connection with Host Morphologies at z 2

Dale D. Kocevski; S. M. Faber; Mark Mozena; Anton M. Koekemoer; Kirpal Nandra; Cyprian Rangel; E. S. Laird; M. Brusa; Stijn Wuyts; Jonathan R. Trump; David C. Koo; Rachel S. Somerville; Eric F. Bell; Jennifer M. Lotz; D. M. Alexander; Frédéric Bournaud; Christopher J. Conselice; Tomas Dahlen; Avishai Dekel; J. L. Donley; J. S. Dunlop; Alexis Finoguenov; A. Georgakakis; Mauro Giavalisco; Yicheng Guo; Norman A. Grogin; Nimish P. Hathi; S. Juneau; J. Kartaltepe; Ray A. Lucas

Using Hubble Space Telescope/WFC3 imaging taken as part of the Cosmic Assembly Near-infrared Deep Extragalactic Legacy Survey, we examine the role that major galaxy mergers play in triggering active galactic nucleus (AGN) activity at z ~ 2. Our sample consists of 72 moderate-luminosity (L X ~ 1042-44 erg s–1) AGNs at 1.5 < z < 2.5 that are selected using the 4 Ms Chandra observations in the Chandra Deep Field South, the deepest X-ray observations to date. Employing visual classifications, we have analyzed the rest-frame optical morphologies of the AGN host galaxies and compared them to a mass-matched control sample of 216 non-active galaxies at the same redshift. We find that most of the AGNs reside in disk galaxies (51.4+5.8 – 5.9%), while a smaller percentage are found in spheroids (27.8+5.8 – 4.6%). Roughly 16.7+5.3 – 3.5% of the AGN hosts have highly disturbed morphologies and appear to be involved in a major merger or interaction, while most of the hosts (55.6+5.6 – 5.9%) appear relatively relaxed and undisturbed. These fractions are statistically consistent with the fraction of control galaxies that show similar morphological disturbances. These results suggest that the hosts of moderate-luminosity AGNs are no more likely to be involved in an ongoing merger or interaction relative to non-active galaxies of similar mass at z ~ 2. The high disk fraction observed among the AGN hosts also appears to be at odds with predictions that merger-driven accretion should be the dominant AGN fueling mode at z ~ 2, even at moderate X-ray luminosities. Although we cannot rule out that minor mergers are responsible for triggering these systems, the presence of a large population of relatively undisturbed disk-like hosts suggests that the stochastic accretion of gas plays a greater role in fueling AGN activity at z ~ 2 than previously thought.


The Astrophysical Journal | 2010

THE XMM-NEWTON WIDE-FIELD SURVEY IN THE COSMOS FIELD (XMM-COSMOS): DEMOGRAPHY AND MULTIWAVELENGTH PROPERTIES OF OBSCURED AND UNOBSCURED LUMINOUS ACTIVE GALACTIC NUCLEI*

M. Brusa; F. Civano; A. Comastri; Takamitsu Miyaji; M. Salvato; G. Zamorani; N. Cappelluti; F. Fiore; G. Hasinger; V. Mainieri; Andrea Merloni; A. Bongiorno; P. Capak; M. Elvis; R. Gilli; Heng Hao; Knud Jahnke; Anton M. Koekemoer; O. Ilbert; E. Le Floc'h; E. Lusso; M. Mignoli; E. Schinnerer; J. D. Silverman; Ezequiel Treister; J. D. Trump; C. Vignali; M. Zamojski; T. Aldcroft; H. Aussel

We report the final optical identifications of the medium-depth (~60 ksec), contiguous (2 deg^2) XMM-Newton survey of the COSMOS field. XMM-Newton has detected ~800 X-ray sources down to limiting fluxes of ~5x10^{-16}, ~3x10^{-15}, and ~7x10^{-15} erg/cm2/s in the 0.5-2 keV, 2-10 keV and 5-10 keV bands, respectively. The work is complemented by an extensive collection of multi-wavelength data from 24 micron to UV, available from the COSMOS survey, for each of the X-ray sources, including spectroscopic redshifts for ~50% of the sample, and high-quality photometric redshifts for the rest. The XMM and multiwavelength flux limits are well matched: 1760 (98%) of the X-ray sources have optical counterparts, 1711 (~95%) have IRAC counterparts, and 1394 (~78%) have MIPS 24micron detections. Thanks to the redshift completeness (almost 100%) we were able to constrain the high-luminosity tail of the X-ray luminosity function confirming that the peak of the number density of logL_X>44.5 AGN is at z~2. Spectroscopically-identified obscured and unobscured AGN, as well as normal and starforming galaxies, present well-defined optical and infrared properties. We devised a robust method to identify a sample of ~150 high redshift (z>1), obscured AGN candidates for which optical spectroscopy is not available. We were able to determine that the fraction of the obscured AGN population at the highest (L_X>10^{44} erg s^{-1}) X-ray luminosity is ~15-30% when selection effects are taken into account, providing an important observational constraint for X-ray background synthesis. We studied in detail the optical spectrum and the overall spectral energy distribution of a prototypical Type 2 QSO, caught in a stage transitioning from being starburst dominated to AGN dominated, which was possible to isolate only thanks to the combination of X-ray and infrared observations.


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.

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P. Capak

California Institute of Technology

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Anton M. Koekemoer

Association of Universities for Research in Astronomy

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N. Z. Scoville

California Institute of Technology

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H. J. McCracken

Institut d'Astrophysique de Paris

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O. Le Fèvre

Aix-Marseille University

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