An optically-selected cluster catalog at redshift 0.1

We present an optically-selected cluster catalog from the Hyper Suprime-Cam (HSC) Subaru Strategic Program. The HSC images are sufficiently deep to detect cluster member galaxies down to $M_*\sim 10^{10.2}M_\odot$ even at $z\sim 1$, allowing a reliable cluster detection at such high redshifts. We apply the CAMIRA algorithm to the HSC Wide S16A dataset covering $\sim 232$ deg$^2$ to construct a catalog of 1921 clusters at redshift $0.1 15$ that roughly corresponds to $M_{\rm 200m}\gtrsim 10^{14}h^{-1}M_\odot$. We confirm good cluster photometric redshift performance, with the bias and scatter in $\Delta z/(1+z)$ being better than 0.005 and 0.01 over most of the redshift range, respectively. We compare our cluster catalog with large X-ray cluster catalogs from XXL and XMM-LSS surveys and find good correlation between richness and X-ray properties. We also study the miscentering effect from the distribution of offsets between optical and X-ray cluster centers. We confirm the high ($>0.9$) completeness and purity for high mass clusters by analyzing mock galaxy catalogs.

[1]  M. Oguri,et al.  Direct measurement of dark matter halo ellipticity from two-dimensional lensing shear maps of 25 massive clusters , 2010, 1004.4214.

[2]  P. A. Price,et al.  THE PAN-STARRS 1 PHOTOMETRIC REFERENCE LADDER, RELEASE 12.01 , 2013, 1303.3634.

[3]  E. Rykoff,et al.  redMaPPer II: X-RAY AND SZ PERFORMANCE BENCHMARKS FOR THE SDSS CATALOG , 2013, 1303.3373.

[4]  T. Grav,et al.  PHOTOMETRIC CALIBRATION OF THE FIRST 1.5 YEARS OF THE PAN-STARRS1 SURVEY , 2012, 1201.2208.

[5]  M. Postman,et al.  A PRECISE CLUSTER MASS PROFILE AVERAGED FROM THE HIGHEST-QUALITY LENSING DATA , 2011, 1105.0444.

[6]  A. Connolly,et al.  THE DEEP2 GALAXY REDSHIFT SURVEY: DESIGN, OBSERVATIONS, DATA REDUCTION, AND REDSHIFTS , 2012, 1203.3192.

[7]  Birmingham,et al.  LoCuSS: Subaru Weak Lensing Study of 30 Galaxy Clusters , 2009, 0903.1103.

[8]  R. J. Wainscoat,et al.  THE Pan-STARRS1 PHOTOMETRIC SYSTEM , 2012, 1203.0297.

[9]  H. Hoekstra,et al.  JOINT ANALYSIS OF CLUSTER OBSERVATIONS. II. CHANDRA/XMM-NEWTON X-RAY AND WEAK LENSING SCALING RELATIONS FOR A SAMPLE OF 50 RICH CLUSTERS OF GALAXIES , 2012, 1210.3689.

[10]  B. Altieri,et al.  The XXL Survey VII. A supercluster of galaxies at z=0.43 , 2015, 1512.04359.

[11]  Paolo Coppi,et al.  EAZY: A Fast, Public Photometric Redshift Code , 2008, 0807.1533.

[12]  Alvio Renzini Stellar Population Diagnostics of Elliptical Galaxy Formation , 2006 .

[13]  R. H. Wechsler,et al.  ROBUST OPTICAL RICHNESS ESTIMATION WITH REDUCED SCATTER , 2011, 1104.2089.

[14]  N. Clerc,et al.  The XXL Survey - IV. Mass-temperature relation of the bright cluster sample , 2015, 1512.03857.

[15]  M. Cirasuolo,et al.  The sizes, masses and specific star formation rates of massive galaxies at 1.3 < z < 1.5: strong evidence in favour of evolution via minor mergers , 2012, 1205.4058.

[16]  S. White,et al.  The redshift dependence of the structure of massive Λ cold dark matter haloes , 2007, 0711.0746.

[17]  B. Garilli,et al.  THE zCOSMOS 10k-BRIGHT SPECTROSCOPIC SAMPLE , 2009 .

[18]  H. Hoekstra,et al.  CFHTLenS: a weak lensing shear analysis of the 3D-Matched-Filter galaxy clusters , 2014, 1409.3571.

[19]  Edward J. Wollack,et al.  THE ATACAMA COSMOLOGY TELESCOPE: RELATION BETWEEN GALAXY CLUSTER OPTICAL RICHNESS AND SUNYAEV–ZEL'DOVICH EFFECT , 2012, 1205.2369.

[20]  B. Altieri,et al.  The XXL Survey - II. The bright cluster sample: catalogue and luminosity function , 2015, 1512.04264.

[21]  Masamune Oguri,et al.  Combining cluster observables and stacked weak lensing to probe dark energy: Self-calibration of systematic uncertainties , 2010, 1010.0744.

[22]  J. Mohr,et al.  Evolution of the K-Band Galaxy Cluster Luminosity Function and Scaling Relations , 2006, astro-ph/0609169.

[23]  J. Bartlett,et al.  CANDIDATE CLUSTERS OF GALAXIES AT z > 1.3 IDENTIFIED IN THE SPITZER SOUTH POLE TELESCOPE DEEP FIELD SURVEY , 2014, 1404.0023.

[24]  J. Mohr,et al.  REDSHIFTS, SAMPLE PURITY, AND BCG POSITIONS FOR THE GALAXY CLUSTER CATALOG FROM THE FIRST 720 SQUARE DEGREES OF THE SOUTH POLE TELESCOPE SURVEY , 2012, 1207.4369.

[25]  A. Mazure,et al.  The VIMOS VLT Deep Survey final data release: a spectroscopic sample of 35 016 galaxies and AGN out to z ~ 6.7 selected with 17.5 ≤ iAB ≤ 24.75 , 2013, 1307.0545.

[26]  S. White,et al.  A Universal Density Profile from Hierarchical Clustering , 1996, astro-ph/9611107.

[27]  Michael S. Warren,et al.  Toward a Halo Mass Function for Precision Cosmology: The Limits of Universality , 2008, 0803.2706.

[28]  Yen-Ting Lin,et al.  Second data release of the Hyper Suprime-Cam Subaru Strategic Program , 2019, Publications of the Astronomical Society of Japan.

[29]  L. Guzzo,et al.  The Cosmic Evolution Survey (COSMOS): Overview* , 2006, astro-ph/0612305.

[30]  J. Frieman,et al.  Galaxy populations in massive galaxy clusters to z = 1.1: colour distribution, concentration, halo occupation number and red sequence fraction , 2016, 1604.00988.

[31]  F. Castander,et al.  An algorithm to build mock galaxy catalogues using MICE simulations , 2014, 1411.3286.

[32]  S. Andreon,et al.  The scaling relation between richness and mass of galaxy clusters: a Bayesian approach , 2010, 1001.4639.

[33]  Eduardo Serrano,et al.  LSST: From Science Drivers to Reference Design and Anticipated Data Products , 2008, The Astrophysical Journal.

[34]  Stefano Borgani,et al.  Formation of Galaxy Clusters , 2012, 1205.5556.

[35]  M. Halpern,et al.  ACTPol: a polarization-sensitive receiver for the Atacama Cosmology Telescope , 2010, Astronomical Telescopes + Instrumentation.

[36]  S. J. Lilly,et al.  THE FMOS-COSMOS SURVEY OF STAR-FORMING GALAXIES AT z ∼ 1.6. III. SURVEY DESIGN, PERFORMANCE, AND SAMPLE CHARACTERISTICS , 2014, 1409.0447.

[37]  M. Blanton,et al.  THE PRISM MULTI-OBJECT SURVEY (PRIMUS). I. SURVEY OVERVIEW AND CHARACTERISTICS , 2010, 1011.4307.

[38]  H. Hoekstra,et al.  Weak-lensing-inferred scaling relations of galaxy clusters in the RCS2: mass-richness, mass-concentration, mass-bias, and more , 2015, 1506.03817.

[39]  M. Postman,et al.  CLASH: JOINT ANALYSIS OF STRONG-LENSING, WEAK-LENSING SHEAR, AND MAGNIFICATION DATA FOR 20 GALAXY CLUSTERS , 2015, 1507.04385.

[40]  N. Clerc,et al.  The XXL Survey - I. Scientific motivations − XMM-Newton observing plan − Follow-up observations and simulation programme , 2015, 1512.04317.

[41]  K. Umetsu,et al.  LoCuSS: THE MASS DENSITY PROFILE OF MASSIVE GALAXY CLUSTERS AT z = 0.2, , 2013, 1302.2728.

[42]  R. Wechsler,et al.  THE GALAXY CONTENT OF SDSS CLUSTERS AND GROUPS , 2007, 0710.3780.

[43]  T. Nakagawa,et al.  Galaxy Clusters at 0.9 < z < 1.7 in the AKARI NEP Deep Field , 2008, 0810.0529.

[44]  L. Miller,et al.  PROPERTIES OF WEAK LENSING CLUSTERS DETECTED ON HYPER SUPRIME-CAM's 2.3 deg2 FIELD , 2015 .

[45]  H. Hoekstra,et al.  SPECTROSCOPIC CONFIRMATION OF A MASSIVE RED-SEQUENCE-SELECTED GALAXY CLUSTER AT z = 1.34 IN THE SpARCS-SOUTH CLUSTER SURVEY , 2008, 0810.0005.

[46]  CEA-Saclay,et al.  Detection of universality of dark matter profile from Subaru weak lensing measurements of 50 massive clusters , 2015, 1504.01413.

[47]  R. Wechsler,et al.  A NEW REDUCTION OF THE BLANCO COSMOLOGY SURVEY: AN OPTICALLY SELECTED GALAXY CLUSTER CATALOG AND A PUBLIC RELEASE OF OPTICAL DATA PRODUCTS , 2014, 1403.7186.

[48]  N. Clerc,et al.  The XMM-LSS survey: the Class 1 cluster sample over the extended 11 deg(2) and its spatial distribution , 2014, 1408.6325.

[49]  J. Bartlett,et al.  A comparative study of local galaxy clusters – II. X-ray and SZ scaling relations , 2012, 1204.6292.

[50]  D. Gerdes,et al.  Constraints on the Richness-Mass Relation and the Optical-SZE Positional Offset Distribution for SZE-Selected Clusters , 2015, 1506.07814.

[51]  A. Finoguenov,et al.  redMaPPer. I. ALGORITHM AND SDSS DR8 CATALOG , 2013, 1303.3562.

[52]  Hilo,et al.  THE ELEVENTH AND TWELFTH DATA RELEASES OF THE SLOAN DIGITAL SKY SURVEY: FINAL DATA FROM SDSS-III , 2015, 1501.00963.

[53]  C. Heymans,et al.  3D-Matched-Filter Galaxy Cluster Finder I: Selection Functions and CFHTLS Deep Clusters , 2009, 0912.0739.

[54]  Z. Wen,et al.  CALIBRATION OF THE OPTICAL MASS PROXY FOR CLUSTERS OF GALAXIES AND AN UPDATE OF THE WHL12 CLUSTER CATALOG , 2015, 1506.04503.

[55]  R. Nichol,et al.  THE REDMAPPER GALAXY CLUSTER CATALOG FROM DES SCIENCE VERIFICATION DATA , 2016, The Astrophysical Journal Supplement Series.

[56]  Robert H. Lupton,et al.  An open source application framework for astronomical imaging pipelines , 2010, Astronomical Telescopes + Instrumentation.

[57]  Y. Mellier,et al.  The XMM-LSS survey. Survey design and first results , 2003, astro-ph/0305191.

[58]  H. Hildebrandt,et al.  The RedGOLD Cluster Detection Algorithm and its Cluster Candidate Catalogue for the CFHT-LS W1 , 2016, 1705.04331.

[59]  S. Andreon Making the observational parsimonious richness a working mass proxy , 2015, 1509.00589.

[60]  Mattia Fumagalli,et al.  THE 3D-HST SURVEY: HUBBLE SPACE TELESCOPE WFC3/G141 GRISM SPECTRA, REDSHIFTS, AND EMISSION LINE MEASUREMENTS FOR ∼100,000 GALAXIES , 2015, 1510.02106.

[61]  J. Diego,et al.  Precise Clustering and Density Evolution of redMaPPer Galaxy Clusters versus MXXL Simulation , 2016, 1608.05446.

[62]  L. Waerbeke,et al.  Cluster magnification and the mass–richness relation in CFHTLenS , 2013, 1310.2295.

[63]  Andrew J. Connolly,et al.  The LSST Data Management System , 2015, 1512.07914.

[64]  N. Clerc,et al.  The XXL Survey - III. Luminosity-temperature relation of the bright cluster sample , 2015, 1512.03833.

[65]  Michael D. Gladders,et al.  The Red-Sequence Cluster Survey. I. The Survey and Cluster Catalogs for Patches RCS 0926+37 and RCS 1327+29 , 2004, astro-ph/0411075.

[66]  S. More,et al.  Evidence of Halo Assembly Bias in Massive Clusters. , 2015, Physical review letters.

[67]  A. Hopkins,et al.  Dark matter halo properties of GAMA galaxy groups from 100 square degrees of KiDS weak lensing data , 2015, 1507.00735.

[68]  Karl Glazebrook,et al.  The WiggleZ Dark Energy Survey: survey design and first data release , 2009, 0911.4246.

[69]  J. Barentine,et al.  A MaxBCG catalog of 13,823 galaxy clusters from the Sloan Digital Sky Survey , 2007 .

[70]  August E. Evrard,et al.  Cosmological Parameters from Observations of Galaxy Clusters , 2011, 1103.4829.

[71]  M. Oguri A cluster finding algorithm based on the multiband identification of red sequence galaxies , 2014, 1407.4693.

[72]  J. Han,et al.  A CATALOG OF 132,684 CLUSTERS OF GALAXIES IDENTIFIED FROM SLOAN DIGITAL SKY SURVEY III , 2012, 1202.6424.

[73]  G. Bruzual,et al.  Stellar population synthesis at the resolution of 2003 , 2003, astro-ph/0309134.

[74]  Song Huang,et al.  The Hyper Suprime-Cam Software Pipeline , 2017, 1705.06766.

[75]  Jeremiah P. Ostriker,et al.  SIMULATIONS OF THE MICROWAVE SKY , 2009, 0908.0540.

[76]  J. Mohr,et al.  K-Band Properties of Galaxy Clusters and Groups: Luminosity Function, Radial Distribution, and Halo Occupation Number , 2004, astro-ph/0402308.

[77]  M. Gladders,et al.  A New Method For Galaxy Cluster Detection. I. The Algorithm , 2000, astro-ph/0004092.

[78]  M. Oguri,et al.  Combined strong and weak lensing analysis of 28 clusters from the Sloan Giant Arcs Survey , 2011, 1109.2594.

[79]  J. A. Vázquez-Mata,et al.  Galaxy and mass assembly (GAMA): End of survey report and data release 2 , 2015, 1506.08222.

[80]  D. Schlegel,et al.  Maps of Dust Infrared Emission for Use in Estimation of Reddening and Cosmic Microwave Background Radiation Foregrounds , 1998 .

[81]  M. Cirasuolo,et al.  High-velocity outflows from young star-forming galaxies in the UKIDSS Ultra-Deep Survey , 2013, 1304.7276.

[82]  S. Andreon,et al.  JKCS 041: a colour-detected galaxy cluster at zphot ~ 1.9 with deep potential well as confirmed by X-ray data , 2008, 0812.1699.

[83]  G. Zamorani,et al.  The VIMOS Public Extragalactic Survey (VIPERS) - First Data Release of 57 204 spectroscopic measurements , 2013, 1310.1008.

[84]  Adam G. Riess,et al.  Observational probes of cosmic acceleration , 2012, 1201.2434.

[85]  Christopher J. Miller,et al.  The XMM Cluster Survey:Optical analysis methodology and the first data release , 2011, 1106.3056.

[86]  D. Gerdes,et al.  A GMBCG GALAXY CLUSTER CATALOG OF 55,424 RICH CLUSTERS FROM SDSS DR7 , 2010, 1010.5503.

[87]  Elena Pierpaoli,et al.  AN OPTICAL CATALOG OF GALAXY CLUSTERS OBTAINED FROM AN ADAPTIVE MATCHED FILTER FINDER APPLIED TO SLOAN DIGITAL SKY SURVEY DATA RELEASE 6 , 2010, 1011.0249.

[88]  E. Wright,et al.  THE MASSIVE DISTANT CLUSTERS OF WISE SURVEY: THE FIRST DISTANT GALAXY CLUSTER DISCOVERED BY WISE , 2012, 1205.7092.

[89]  R. Massey,et al.  GALAXIES IN X-RAY GROUPS. II. A WEAK LENSING STUDY OF HALO CENTERING , 2012, 1205.4262.

[90]  Craig Loomis,et al.  Hyper Suprime-Cam , 2012, Other Conferences.

[91]  THE ATACAMA COSMOLOGY TELESCOPE: DYNAMICAL MASSES AND SCALING RELATIONS FOR A SAMPLE OF MASSIVE SUNYAEV-ZEL'DOVICH EFFECT SELECTED GALAXY CLUSTERS* ** , 2012, 1201.0991.

[92]  J. Kneib,et al.  GALAXIES IN X-RAY GROUPS. I. ROBUST MEMBERSHIP ASSIGNMENT AND THE IMPACT OF GROUP ENVIRONMENTS ON QUENCHING , 2011, 1109.6040.