Recovering the Primordial Density Fluctuations: A Comparison of Methods

We present a comparative study of different methods for reversing the gravitational evolution of a cosmological density field to recover the primordial fluctuations. We test six different approximate schemes in all: linear theory, the Gaussianization technique of Weinberg, two different quasi-linear dynamical schemes, a hybrid dynamical-Gaussianization method, and the path interchange Zeldovich approximation (PIZA) of Croft & Gaztañaga. The final evolved density field from an N-body simulation constitutes our test case. We use a variety of statistical measures to compare the initial density field recovered from it to the true initial density field, using each of the six different schemes. These include point-by-point comparisons of the density fields in real space, and the individual modes in Fourier space, as well as global statistical properties such as the genus, the probability distribution function (PDF) of the density, and the distribution of peak heights and their shapes. We find linear theory to be substantially less accurate than the other schemes, all of which reverse at least some of the nonlinear effects of gravitational evolution even on scales as small as 3 h−1 Mpc. The Gaussianization scheme, while being robust and easy to apply, is the least accurate after linear theory. The two quasi-linear dynamical schemes, which are based on Eulerian formulations of the Zeldovich approximation, give similar results to each other and are more accurate than Gaussianization, although they break down quite drastically when used outside their range of validity, the quasi-linear regime. The complementary beneficial aspects of the dynamical and the Gaussianization schemes are combined in the hybrid method, which uses a dynamical scheme to account for the bulk displacements of mass elements and corrects for any systematic errors using Gaussianization. We find this reconstruction scheme to be more accurate and robust than either the Gaussianization or dynamical method alone. The final scheme, the PIZA, performs substantially better than the others in all point-by-point comparisons. The PIZA does produce an oversmoothed initial density field, with a smaller number of peaks than expected, but it recovers the PDF of the initial density with impressive accuracy on scales as small as 3 h−1 Mpc.

[1]  Vijay K. Narayanan,et al.  Reconstruction Analysis of Galaxy Redshift Surveys: A Hybrid Reconstruction Method , 1998, astro-ph/9806238.

[2]  A. Heavens,et al.  Estimating non‐Gaussianity in the microwave background , 1998, astro-ph/9804222.

[3]  P. Fosalba,et al.  Cosmological perturbation theory and the spherical collapse model - II. Non-Gaussian initial conditions , 1997, astro-ph/9712263.

[4]  Oxford,et al.  Genus statistics of the Virgo N-body simulations and the 1.2-Jy redshift survey , 1997, astro-ph/9710368.

[5]  J. Ostriker,et al.  Using Cluster Abundances and Peculiar Velocities to Test the Gaussianity of the Cosmological Density Field , 1997, astro-ph/9708250.

[6]  S. White,et al.  Estimates for the luminosity function of galaxies and its evolution , 1997, astro-ph/9704126.

[7]  Rupert A. C. Croft,et al.  Reconstruction of cosmological density and velocity fields in the Lagrangian Zel'dovich approximation , 1997 .

[8]  R. Scherrer,et al.  LOCAL LAGRANGIAN APPROXIMATIONS FOR THE EVOLUTION OF THE DENSITY DISTRIBUTION FUNCTION IN LARGE-SCALE STRUCTURE , 1996, astro-ph/9603155.

[9]  K. Gorski,et al.  Tests for Non-Gaussian Statistics in the DMR Four-Year Sky Maps , 1996, astro-ph/9601062.

[10]  O. Lahav,et al.  The Optical Redshift Survey. II. Derivation of the Luminosity and Diameter Functions and of the Density Field , 1995, astro-ph/9511005.

[11]  A. Dekel,et al.  Simulating Our Cosmological Neighborhood: Mock Catalogs for Velocity Analysis , 1995, astro-ph/9509066.

[12]  P. Peebles,et al.  Action Principle Solutions for Galaxy Motions within 3000 Kilometers per Second , 1995, astro-ph/9506144.

[13]  B. Sathyaprakash,et al.  Gravitational instability in the strongly non-linear regime: a study of various approximations , 1994, astro-ph/9408089.

[14]  O. Lahav,et al.  The Optical redshift survey: Sample selection and the galaxy distribution , 1994, astro-ph/9406049.

[15]  J. Binney,et al.  The principle of least action and clustering in cosmology , 1994, astro-ph/9405050.

[16]  J. Gott,et al.  Recovering the real density field of galaxies from redshift space , 1994 .

[17]  J. A. PeacockS.J. Dodds,et al.  Reconstructing the linear power spectrum of cosmological mass fluctuations , 1993, astro-ph/9311057.

[18]  J. Huchra,et al.  Clustering in the 1.2-Jy IRAS Galaxy Redshift Survey – II. Redshift distortions and $\xi (r_p, \pi)$ , 1993, astro-ph/9308013.

[19]  A. Dekel,et al.  Evidence for Gaussian Initial Fluctuations from the 1.2 Jy IRAS Survey , 1993, astro-ph/9307038.

[20]  A. Yahil,et al.  A generalized Zel'dovich approximation to gravitational instability , 1993 .

[21]  M. Gramann,et al.  An improved reconstruction method for cosmological density fields , 1993 .

[22]  S. White,et al.  Cooperative Galaxy Formation and Large-Scale Structure , 1993 .

[23]  A. Melott,et al.  Testing approximations for non-linear gravitational clustering , 1993 .

[24]  J. Bond,et al.  COBE Background radiation anisotropies and large scale structure in the universe , 1992 .

[25]  M. Rowan-Robinson,et al.  The spatial correlation function of IRAS galaxies on small and intermediate scales , 1992 .

[26]  Avishai Dekel,et al.  Tracing large-scale fluctuations back in time , 1992 .

[27]  D. Weinberg,et al.  Reconstructing primordial density fluctuations – I. Method , 1992 .

[28]  M. Gramann,et al.  Phase shifts in gravitationally evolving density fields , 1991 .

[29]  Changbom Park,et al.  Primordial fluctuations and non-linear structure , 1991 .

[30]  A. Dekel,et al.  Cosmological Velocity-Density Relation in the Quasi-linear Regime , 1991 .

[31]  Changbom Park,et al.  Dynamical evolution of topology of large-scale structure. [in distribution of galaxies] , 1991 .

[32]  John P. Huchra,et al.  A Redshift Survey of IRAS Galaxies. II. Methods for Determining Self-consistent Velocity and Density Fields , 1991 .

[33]  A. Kashlinsky,et al.  Large-scale structure in the Universe , 1991, Nature.

[34]  P. Peebles,et al.  THE GRAVITATIONAL INSTABILITY PICTURE AND THE FORMATION OF THE LOCAL GROUP , 1990 .

[35]  O. Lahav,et al.  Relative Bias Parameters from Angular Correlations of Optical and IRAS Galaxies , 1990 .

[36]  Phillip James Edwin Peebles,et al.  Tracing galaxy orbits back in time , 1989 .

[37]  D. Weinberg,et al.  The topology of large-scale structure. II - Nonlinear evolution of Gaussian models , 1988 .

[38]  D. Weinberg,et al.  The topology of large-scale structure. I - Topology and the random phase hypothesis , 1987 .

[39]  N. Kaiser Clustering in real space and in redshift space , 1987 .

[40]  D. Weinberg,et al.  The topology of the large-scale structure of the universe , 1986 .

[41]  R. Giovanelli,et al.  The connection between Pisces-Perseus and the Local Supercluster , 1986 .

[42]  A. Szalay,et al.  The statistics of peaks of Gaussian random fields , 1986 .

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

[44]  N. Kaiser On the spatial correlations of Abell clusters , 1984 .

[45]  Michael S. Turner,et al.  Spontaneous Creation of Almost Scale - Free Density Perturbations in an Inflationary Universe , 1983 .

[46]  Marc Davis,et al.  A survey of galaxy redshifts. V. The two-point position and velocity correlations. , 1983 .

[47]  R. Adler,et al.  The Geometry of Random Fields , 1982 .

[48]  A. Starobinsky,et al.  Dynamics of phase transition in the new inflationary universe scenario and generation of perturbations , 1982 .

[49]  Alan H. Guth,et al.  Fluctuations in the New Inflationary Universe , 1982 .

[50]  Stephen W. Hawking,et al.  The Development of Irregularities in a Single Bubble Inflationary Universe , 1982 .

[51]  P. Peebles,et al.  The Large-Scale Structure of the Universe , 1980 .

[52]  E. Turner,et al.  A statistical method for determining the cosmological density parameter from the redshifts of a complete sample of galaxies. , 1977 .

[53]  T W B Kibble,et al.  Topology of cosmic domains and strings , 1976 .

[54]  D. Morgan,et al.  Wide-Field Spectroscopy , 1997 .

[55]  L. Guzzo,et al.  in Wide Field Spectroscopy and the Distant Universe , 1995 .

[56]  J. Whittier,et al.  To J. P. , 1910 .