Resolving cosmic structure formation with the Millennium-II simulation

We present the Millennium-II Simulation (MS-II), a very large N-body simulation of dark matter evolution in the concordance A cold dark matter (ACDM) cosmology. The MS-II assumes the same cosmological parameters and uses the same particle number and output data structure as the original Millennium Simulation (MS), but was carried out in a periodic cube one-fifth the size (100 h - 1 Mpc) with five times better spatial resolution (a Plummer equivalent softening of 1.0 h -1 kpc) and with 125 times better mass resolution (a particle mass of 6.9 x 10 6 h -1 M ⊙ ). By comparing results at MS and MS-II resolution, we demonstrate excellent convergence in dark matter statistics such as the halo mass function, the subhalo abundance distribution, the mass dependence of halo formation times, the linear and non-linear autocorrelations and power spectra, and halo assembly bias. Together, the two simulations provide precise results for such statistics over an unprecedented range of scales, from haloes similar to those hosting Local Group dwarf spheroidal galaxies to haloes corresponding to the richest galaxy clusters. The 'Milky Way' haloes of the Aquarius Project were selected from a lower resolution version of the MS-II and were then resimulated at much higher resolution. As a result, they are present in the MS-II along with thousands of other similar mass haloes. A comparison of their assembly histories in the MS-II and in resimulations of 1000 times better resolution shows detailed agreement over a factor of 100 in mass growth. We publicly release halo catalogues and assembly trees for the MS-II in the same format within the same archive as those already released for the MS.

[1]  Alexander S. Szalay,et al.  Galaxy Clustering in Early Sloan Digital Sky Survey Redshift Data , 2002 .

[2]  R. Ellis,et al.  The 2dF Galaxy Redshift Survey: correlation functions, peculiar velocities and the matter density of the Universe , 2002, astro-ph/0212375.

[3]  A comparison of the evolution of density fields in perturbation theory and numerical simulations - II. Counts-in-cells analysis , 1994, astro-ph/9408057.

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

[5]  Martin White,et al.  Dark matter halo abundances, clustering and assembly histories at high redshift , 2007, 0706.0208.

[6]  Y. Jing,et al.  Accurate Fitting Formula for the Two-Point Correlation Function of Dark Matter Halos , 1998, astro-ph/9805202.

[7]  Michael Kuhlen,et al.  Dark Matter Substructure and Gamma-Ray Annihilation in the Milky Way Halo , 2006, astro-ph/0611370.

[8]  William H. Press,et al.  Formation of Galaxies and Clusters of Galaxies by Self-Similar Gravitational Condensation , 1974 .

[9]  STScI,et al.  The Tumultuous Lives of Galactic Dwarfs and the Missing Satellites Problem , 2004 .

[10]  Ravi Sheth,et al.  Halo Models of Large Scale Structure , 2002, astro-ph/0206508.

[11]  Chung-Pei Ma,et al.  Deriving the Nonlinear Cosmological Power Spectrum and Bispectrum from Analytic Dark Matter Halo Profiles and Mass Functions , 2000, astro-ph/0003343.

[12]  S. White,et al.  Early Formation and Late Merging of the Giant Galaxies , 2003, astro-ph/0312499.

[13]  Durham,et al.  The Aquarius Project: the subhaloes of galactic haloes , 2008, 0809.0898.

[14]  Padova,et al.  Populating a cluster of galaxies - I. Results at z=0 , 2000, astro-ph/0012055.

[15]  Carlos S. Frenk,et al.  Gravitational clustering from scale-free initial conditions , 1988 .

[16]  G. Lake,et al.  Morphological Transformation from Galaxy Harassment , 1997, astro-ph/9701211.

[17]  G. Lucia,et al.  The hierarchical formation of the brightest cluster galaxies , 2006, astro-ph/0606519.

[18]  U. Seljak Analytic model for galaxy and dark matter clustering , 2000, astro-ph/0001493.

[19]  Joachim Stadel,et al.  The Structural evolution of substructure , 2003 .

[20]  F. V. D. Bosch The universal mass accretion history of cold dark matter haloes , 2001, astro-ph/0105158.

[21]  S. Cole,et al.  Merger rates in hierarchical models of galaxy formation , 1993 .

[22]  The Clustering of Massive Halos , 2006, astro-ph/0606699.

[23]  Katrin Heitmann,et al.  The Halo Mass Function: High-Redshift Evolution and Universality , 2007, astro-ph/0702360.

[24]  C. Frenk,et al.  The Aquarius Project : the subhalos of galactic halos , 2008 .

[25]  J. Stadel,et al.  Clumps and streams in the local dark matter distribution , 2008, Nature.

[26]  H. M. P. Couchman,et al.  The mass function of dark matter haloes , 2000, astro-ph/0005260.

[27]  Assembly bias in the clustering of dark matter haloes , 2006, astro-ph/0611921.

[28]  Concentrations of Dark Halos from Their Assembly Histories , 2001, astro-ph/0108151.

[29]  S. White,et al.  The age dependence of halo clustering , 2005, astro-ph/0506510.

[30]  V. Springel The Cosmological simulation code GADGET-2 , 2005, astro-ph/0505010.

[31]  J. Peacock,et al.  Stable clustering, the halo model and non-linear cosmological power spectra , 2002, astro-ph/0207664.

[32]  J. R. Bond,et al.  Excursion set mass functions for hierarchical Gaussian fluctuations , 1991 .

[33]  C. Frenk,et al.  The halo mass function from the dark ages through the present day , 2006, astro-ph/0607150.

[34]  Uros Seljak Michael S. Warren Large‐scale bias and stochasticity of haloes and dark matter , 2004, astro-ph/0403698.

[35]  Ravi K. Sheth Giuseppe Tormen Large scale bias and the peak background split , 1999 .

[36]  R. Sheth,et al.  Ellipsoidal collapse and an improved model for the number and spatial distribution of dark matter haloes , 1999, astro-ph/9907024.

[37]  G. Kauffmann,et al.  The many lives of active galactic nuclei: cooling flows, black holes and the luminosities and colour , 2005, astro-ph/0508046.

[38]  Wayne Hu,et al.  Sample Variance Considerations for Cluster Surveys , 2002 .

[39]  D. Syer,et al.  Survival of substructure within dark matter haloes , 1997, astro-ph/9712222.

[40]  V. Springel,et al.  GADGET: a code for collisionless and gasdynamical cosmological simulations , 2000, astro-ph/0003162.

[41]  Y. Jing,et al.  Mass and Redshift Dependence of Dark Halo Structure , 2003, astro-ph/0309375.

[42]  J. Silk,et al.  Cosmology and large scale structure , 1996 .

[43]  Douglas H. Rudd,et al.  The Astrophysical Journal, submitted Preprint typeset using L ATEX style emulateapj v. 08/29/06 EFFECTS OF BARYONS AND DISSIPATION ON THE MATTER POWER SPECTRUM , 2007 .

[44]  G. Efstathiou,et al.  The evolution of large-scale structure in a universe dominated by cold dark matter , 1985 .

[45]  A marked correlation function analysis of halo formation times in the Millennium Simulation , 2005, astro-ph/0510488.

[46]  George Lake,et al.  Dark Matter Substructure within Galactic Halos , 1999, astro-ph/9907411.

[47]  G. Lake,et al.  Dark matter haloes within clusters , 1998, astro-ph/9801192.

[48]  B. Jain,et al.  How Many Galaxies Fit in a Halo? Constraints on Galaxy Formation Efficiency from Spatial Clustering , 2000, astro-ph/0006319.

[49]  U. Seljak,et al.  A Line of sight integration approach to cosmic microwave background anisotropies , 1996, astro-ph/9603033.

[50]  Yipeng Jing,et al.  The growth and structure of dark matter haloes , 2003 .

[51]  Y. Suto,et al.  The Dependence of Dark Halo Clustering on Formation Epoch and Concentration Parameter , 2006, astro-ph/0610099.

[52]  L. Gao,et al.  On halo formation times and assembly bias , 2008, 0803.2250.

[53]  S. White,et al.  An analytic model for the spatial clustering of dark matter haloes , 1995, astro-ph/9512127.

[54]  S. Cole,et al.  Biased clustering in the cold dark matter cosmogony , 1989 .

[55]  Astronomy,et al.  The statistics of lambda CDM Halo Concentrations , 2007, 0706.2919.

[56]  Simon Prunet,et al.  Full-sky weak-lensing simulation with 70 billion particles , 2008, 0807.3651.

[57]  Simulating Cosmic Reionization at Large Scales I: the Geometry of Reionization , 2005, astro-ph/0512187.

[58]  G. Bryan,et al.  Statistical Properties of X-Ray Clusters: Analytic and Numerical Comparisons , 1997, astro-ph/9710107.

[59]  F. Castander,et al.  The onion universe: all sky lightcone simulations in spherical shells , 2007, 0711.1540.

[60]  Francisco Prada,et al.  Where Are the Missing Galactic Satellites? , 1999, astro-ph/9901240.

[61]  Edwin Sirko,et al.  Initial Conditions to Cosmological N-Body Simulations, or, How to Run an Ensemble of Simulations , 2005, astro-ph/0503106.

[62]  C. Baugh,et al.  The assembly bias of dark matter haloes to higher orders , 2007, 0712.2280.

[63]  Martin White The Mass of a halo , 2001 .

[64]  U. Chicago,et al.  The Astrophysical Journal, in press Preprint typeset using L ATEX style emulateapj v. 6/22/04 THE DEPENDENCE OF HALO CLUSTERING ON HALO FORMATION HISTORY, CONCENTRATION, AND OCCUPATION , 2005 .

[65]  Department of Physics,et al.  The spin and shape of dark matter haloes in the Millennium simulation of a Λ cold dark matter universe , 2006 .

[66]  Stefan Gottloeber,et al.  Galaxies in N-Body Simulations: Overcoming the Overmerging Problem , 1997, astro-ph/9708191.

[67]  S. J. Dodds,et al.  Non-linear evolution of cosmological power spectra , 1996 .

[68]  J. Peacock,et al.  Halo occupation numbers and galaxy bias , 2000, astro-ph/0005010.

[69]  Oxford,et al.  Breaking the hierarchy of galaxy formation , 2005, astro-ph/0511338.

[70]  J. Peacock,et al.  Simulations of the formation, evolution and clustering of galaxies and quasars , 2005, Nature.

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

[72]  Matthew CollessAndrew M. Dunn Structure and dynamics in the Coma cluster. , 1995 .

[73]  Michael S. Warren,et al.  Precision Determination of the Mass Function of Dark Matter Halos , 2005, astro-ph/0506395.

[74]  S. White,et al.  The inner structure of ΛCDM haloes – I. A numerical convergence study , 2002, astro-ph/0201544.

[75]  J. Richard Bond,et al.  Halo Assembly Bias in Hierarchical Structure Formation , 2008, 0803.3453.

[76]  THE EXCURSION SET THEORY OF HALO MASS FUNCTIONS, HALO CLUSTERING, AND HALO GROWTH , 2006, astro-ph/0611454.

[77]  S. White,et al.  The subhalo populations of ΛCDM dark haloes , 2004, astro-ph/0404589.