COSMIC EMULATION: FAST PREDICTIONS FOR THE GALAXY POWER SPECTRUM

被引:77
作者
Kwan, Juliana [1 ,2 ]
Heitmann, Katrin [1 ,3 ,4 ]
Habib, Salman [1 ,3 ,4 ]
Padmanabhan, Nikhil [5 ]
Lawrence, Earl [6 ]
Finkel, Hal [7 ]
Frontiere, Nicholas [1 ,8 ]
Pope, Adrian [1 ,7 ]
机构
[1] Argonne Natl Lab, Div High Energy Phys, Argonne, IL 60439 USA
[2] Univ Penn, Dept Phys & Astron, Philadelphia, PA 19104 USA
[3] Univ Chicago, Kavli Inst Cosmol Phys, Chicago, IL 60637 USA
[4] Argonne Natl Lab, Math & Comp Sci Div, Argonne, IL 60439 USA
[5] Yale Univ, Dept Phys, New Haven, CT 06520 USA
[6] Los Alamos Natl Lab, Stat Sci, Los Alamos, NM 87545 USA
[7] Argonne Natl Lab, Argonne Leadership Comp Facil, Argonne, IL 60439 USA
[8] Univ Chicago, Dept Phys, Chicago, IL 60637 USA
关键词
cosmology: theory; large-scale structure of universe; LUMINOUS RED GALAXIES; HALO OCCUPATION DISTRIBUTION; DIGITAL SKY SURVEY; LARGE-SCALE STRUCTURE; BARYON ACOUSTIC-OSCILLATIONS; DARK-MATTER HALOES; COSMOLOGICAL PARAMETERS; PRECISION EMULATION; MASS FUNCTION; HIGH-REDSHIFT;
D O I
10.1088/0004-637X/810/1/35
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
The halo occupation distribution (HOD) approach has proven to be an effective method for modeling galaxy clustering and bias. In this approach, galaxies of a given type are probabilistically assigned to individual halos in N-body simulations. In this paper, we present a fast emulator for predicting the fully nonlinear galaxy-galaxy auto and galaxy-dark matter cross power spectrum and correlation function over a range of freely specifiable HOD modeling parameters. The emulator is constructed using results from 100 HOD models run on a large Lambda CDM N-body simulation, with Gaussian Process interpolation applied to a PCA-based representation of the galaxy power spectrum. The total error is currently similar to 1% in the auto correlations and similar to 2% in the cross correlations from z = 1 to z = 0, over the considered parameter range. We use the emulator to investigate the accuracy of various analytic prescriptions for the galaxy power spectrum, parametric dependencies in the HOD model, and the behavior of galaxy bias as a function of HOD parameters. Additionally, we obtain fully nonlinear predictions for tangential shear correlations induced by galaxy-galaxy lensing from our galaxy-dark matter cross power spectrum emulator. All emulation products are publicly available at http://www.hep.anl.gov/cosmology/CosmicEmu/emu.html.
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页数:14
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共 77 条
[1]   The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: baryon acoustic oscillations in the Data Releases 10 and 11 Galaxy samples [J].
Anderson, Lauren ;
Aubourg, Eric ;
Bailey, Stephen ;
Beutler, Florian ;
Bhardwaj, Vaishali ;
Blanton, Michael ;
Bolton, Adam S. ;
Brinkmann, J. ;
Brownstein, Joel R. ;
Burden, Angela ;
Chuang, Chia-Hsun ;
Cuesta, Antonio J. ;
Dawson, Kyle S. ;
Eisenstein, Daniel J. ;
Escoffier, Stephanie ;
Gunn, James E. ;
Guo, Hong ;
Ho, Shirley ;
Honscheid, Klaus ;
Howlett, Cullan ;
Kirkby, David ;
Lupton, Robert H. ;
Manera, Marc ;
Maraston, Claudia ;
McBride, Cameron K. ;
Mena, Olga ;
Montesano, Francesco ;
Nichol, Robert C. ;
Nuza, Sebastian E. ;
Olmstead, Matthew D. ;
Padmanabhan, Nikhil ;
Palanque-Delabrouille, Nathalie ;
Parejko, John ;
Percival, Will J. ;
Petitjean, Patrick ;
Prada, Francisco ;
Price-Whelan, Adrian M. ;
Reid, Beth ;
Roe, Natalie A. ;
Ross, Ashley J. ;
Ross, Nicholas P. ;
Sabiu, Cristiano G. ;
Saito, Shun ;
Samushia, Lado ;
Sanchez, Ariel G. ;
Schlegel, David J. ;
Schneider, Donald P. ;
Scoccola, Claudia G. ;
Seo, Hee-Jong ;
Skibba, Ramin A. .
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2014, 441 (01) :24-62
[2]   The clustering of galaxies in the SDSS-III Baryon Oscillation Spectroscopic Survey: baryon acoustic oscillations in the Data Release 9 spectroscopic galaxy sample [J].
Anderson, Lauren ;
Aubourg, Eric ;
Bailey, Stephen ;
Bizyaev, Dmitry ;
Blanton, Michael ;
Bolton, Adam S. ;
Brinkmann, J. ;
Brownstein, Joel R. ;
Burden, Angela ;
Cuesta, Antonio J. ;
da Costa, Luiz A. N. ;
Dawson, Kyle S. ;
de Putter, Roland ;
Eisenstein, Daniel J. ;
Gunn, James E. ;
Guo, Hong ;
Hamilton, Jean-Christophe ;
Harding, Paul ;
Ho, Shirley ;
Honscheid, Klaus ;
Kazin, Eyal ;
Kirkby, David ;
Kneib, Jean-Paul ;
Labatie, Antoine ;
Loomis, Craig ;
Lupton, Robert H. ;
Malanushenko, Elena ;
Malanushenko, Viktor ;
Mandelbaum, Rachel ;
Manera, Marc ;
Maraston, Claudia ;
McBride, Cameron K. ;
Mehta, Kushal T. ;
Mena, Olga ;
Montesano, Francesco ;
Muna, Demetri ;
Nichol, Robert C. ;
Nuza, Sebastian E. ;
Olmstead, Matthew D. ;
Oravetz, Daniel ;
Padmanabhan, Nikhil ;
Palanque-Delabrouille, Nathalie ;
Pan, Kaike ;
Parejko, John ;
Paris, Isabelle ;
Percival, Will J. ;
Petitjean, Patrick ;
Prada, Francisco ;
Reid, Beth ;
Roe, Natalie A. .
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2012, 427 (04) :3435-3467
[3]   A primer on hierarchical galaxy formation: the semi-analytical approach [J].
Baugh, C. M. .
REPORTS ON PROGRESS IN PHYSICS, 2006, 69 (12) :3101-3156
[4]   Luminosity Bias: From Haloes to Galaxies [J].
Baugh, C. M. .
PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF AUSTRALIA, 2013, 30
[5]   The nature of galaxy bias and clustering [J].
Benson, AJ ;
Cole, S ;
Frenk, CS ;
Baugh, CM ;
Lacey, CG .
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2000, 311 (04) :793-808
[6]   What shapes the luminosity function of galaxies? [J].
Benson, AJ ;
Bower, RG ;
Frenk, CS ;
Lacey, CG ;
Baugh, CM ;
Cole, S .
ASTROPHYSICAL JOURNAL, 2003, 599 (01) :38-49
[7]   Galaxy formation theory [J].
Benson, Andrew J. .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2010, 495 (2-3) :33-86
[8]   The halo occupation distribution: Toward an empirical determination of the relation between galaxies and mass [J].
Berlind, AA ;
Weinberg, DH .
ASTROPHYSICAL JOURNAL, 2002, 575 (02) :587-616
[9]   DARK MATTER HALO PROFILES OF MASSIVE CLUSTERS: THEORY VERSUS OBSERVATIONS [J].
Bhattacharya, Suman ;
Habib, Salman ;
Heitmann, Katrin ;
Vikhlinin, Alexey .
ASTROPHYSICAL JOURNAL, 2013, 766 (01)
[10]   Halo-model signatures from 380 000 Sloan Digital Sky Survey luminous red galaxies with photometric redshifts [J].
Blake, Chris ;
Collister, Adrian ;
Lahav, Ofer .
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2008, 385 (03) :1257-1269