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P.Ntelis Nov 2016 Homogeneity Scale of the Universe The Homogeneity Scale of the Universe with Large Scale Structure Surveys PhD student: P. Ntelis PhD advisor: J.C. Hamilton 10 Nov 2016

The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

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Page 1: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

The Homogeneity Scale of the Universe with Large Scale Structure Surveys

PhD student: P. NtelisPhD advisor: J.C. Hamilton

10 Nov 2016

Page 2: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Cosmological Principle Homogeneous + Isotropic on Large Enough Scales

General Relativity FLRW ΛCDM

Fit on DATA

Page 3: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Cosmological Principle Homogeneous + Isotropic on Large Enough Scales

General Relativity FLRW ΛCDM

Fit on DATA�T

T⇠ 10�5

Page 4: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Cosmological Principle Homogeneous + Isotropic on Large Enough Scales

General Relativity FLRW ΛCDM

Fit on DATA

Is this assumption data-motivated ?

Page 5: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

How to check for Homogeneity ?

SDSS-III / BOSSMain project:

APO telescope (New Mexico, USA) 2.5 m diameter

Spectroscopic Survey: 360 nm < λ < 1000 nm FoV: 10 400 :

Objectives: Galaxy Clustering Science Cosmological Parameters

How to check for Homogeneity ?

Page 6: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

BOSS in a Nutshell

PLUGUE Al PLATE

1000 x SPECTROMETER

SPECTROSCOPY

Page 7: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

cosmology dependence

Measure distances in the Universe

Page 8: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Page 9: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Observable ?

Which range to measure?

Page 10: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Observable ?

Which range to measure?

Account for RSD ?

Theory? ΛCDM, wCDM, sCDM, Modified Grav

Page 11: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Count-in-Spheres

Select a galaxy as a center

Create a sphere of radius r

Compute number of galaxies

repeat for every galaxy

compute the mean N(r)

repeat for different scales

How to measure density

Page 12: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Count-in-Spheres

Select a galaxy as a center

Create a sphere of radius r

Compute number of galaxies

repeat for every galaxy

compute the mean N(r)

repeat for different scales

How to measure density

Page 13: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Fractal Dimension:

Inhomogeneous : @ small scales (clustering)

Homogeneous @ large scales

Transition to Homogeneity at:

Arbitrary Choice

Homogeneity Scale Estimator

N(< r) / rD2

Page 14: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Fractal Dimension:

Inhomogeneous : @ small scales (clustering)

Homogeneous @ large scales

Transition to Homogeneity at:

Arbitrary Choice

Homogeneity Scale Estimator

D2(r) < 3

N(< r) / rD2

Page 15: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Fractal Dimension:

Inhomogeneous : @ small scales (clustering)

Homogeneous @ large scales

Transition to Homogeneity at:

Arbitrary Choice

Homogeneity Scale Estimator

D2(r) < 3

N(< r) / rD2

D2(r) = 3

Page 16: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Fractal Dimension:

Inhomogeneous : @ small scales (clustering)

Homogeneous @ large scales

Transition to Homogeneity at:

Arbitrary Choice

Homogeneity Scale Estimator

D2(r) < 3

N(< r) / rD2

D2(r) = 3

D2(RH) = 3 @ 1%

Page 17: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Matter-Observable Reconstruction

Theory Dth2 (r)

Dth2 (r)

Page 18: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Theory

Simulated galaxy distribution

Dth2 (r)

Dgal2 (r; b)

Dth2 (r)

Dgal2 (r; b)

Matter-Observable Reconstruction

Page 19: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Theory

Simulated galaxy distribution

Convert to

Dth2 (r)

Dgal2 (r; b)

DMM2 (r; b)

Dgal2 (r; b)

Dth2 (r)

DMM2 (r; b)

Matter-Observable Conversion

Page 20: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Theory

Simulated galaxy distribution

Convert to

3 diff Distributions

Need to account for bias

Dth2 (r)

Dgal2 (r; b)

DMM2 (r; b)

Dth2 (r)

DMM2 (r; b)

Matter-Observable Conversion

Page 21: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

RSD Analysis

Determination: bias, peculiar velocities

Kaiser @ r>10Mpc/h FoG @ r<10Mpc/h

Page 22: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Determination: bias, peculiar velocities

Kaiser @ r>10Mpc/h FoG @ r<10Mpc/h Fitting choices according to QPM

RSD Analysis

Page 23: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

RSD Analysis

r < 40h�1Mpc

Determination: bias, peculiar velocities

Kaiser @ r>10Mpc/h FoG @ r<10Mpc/h Fitting choices according to QPM

Theoretical Model CLASS soft (+Halofit)

⇠(r; b,�p) = FRSD(r; b,�p)⌦ ⇠M (r)

Page 24: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

RSD Analysis

Determination: bias, peculiar velocities

Kaiser @ r>10Mpc/h FoG @ r<10Mpc/h Fitting choices according to QPM

Theoretical Model CLASS soft (+Halofit)

r < 40h�1Mpc

⇠(r; b,�p) = FRSD(r; b,�p)⌦ ⇠M (r)

Page 25: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

RSD Analysis

Determination: bias, peculiar velocities

Kaiser @ r>10Mpc/h FoG @ r<10Mpc/h Fitting choices according to QPM

Theoretical Model CLASS soft (+Halofit)

⇠(r; b,�p) = FRSD(r; b,�p)⌦ ⇠M (r)

⇢⇠ij

Page 26: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Results

r > 40h�1Mpc

Well Distinct Fitting Space increases with scaleD2

Page 27: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Well Distinct Fitting Space increases with scale Cosmological Principle confirmed:

DR12 DATA

Results

Page 28: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Well Distinct Fitting Space increases with scale Cosmological Principle confirmed:

DR12 DATA 1000 QPM-ΛCDM

D2

Results

Page 29: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Well Distinct Fitting Space increases with scale Cosmological Principle confirmed:

DR12 DATA 1000 QPM-ΛCDM ΛCDM PLANCK 2015

D2

Results

Page 30: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Redshift Evolution of

Confirmation of ΛCDM model

HomoScale is with time

RH

Results

Page 31: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Conclusion

Main Features: Largest Volume ever studied at z~0.5 Precision of measurement ~1% ( Wz ~5% ) Easy application on different surveys High Robustness Through Mocks Tests

General limitations of these studies: Insensitive to radial density dependence Distance calculation assumes ΛCDM RSD Analysis assumes ΛCDM

Consistency test of ΛCDM at %-level Validation of Cosmological Principle

Page 32: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Outlook

Predictions for future projects (EUCLID, LSST)

Use as Cosmological Standard Ruler Cosmological Parameters Nature of Dark EnergyAcceleration of the Universe

Page 33: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Thank you for your attention !

Page 34: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

BACKUP - SLIDES

Page 35: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Uniform Galaxy Sample

[S.Alam et al. 1501.00963]

Intrinsically Uniform Sample

z-Cut ~ dperp-cut 0.43 < z <0.7

i mag-Cut faint-bright limits

passively evolving gals constant-stellar mass

BOSS DR12 CMASS Sample

NGC

SGCDR12

Page 36: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

GALAXIES - - - > MATTER

Page 37: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

SDSS-IV

WiggleZ

2016, 0.2<z<3.5 7500o 1.5x106 CMASS 7.5x105 QSO2011, z<1 7500o 2.4x105 ELG

2dF-GRS2002, z<0.3 1500o 3.3x105 ELG

GALAXY SURVEYS

LSST 2019, 10000o 109 Gal

EUCLID

DESI

2022, 15000o 109 Gal

2022, 14000o 30x106 Gal z<2 Lya Forest z>2

Page 38: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

1992 1993 2011 2013

CMB MAPSTest of Isotropy

ACT

BICEP3

Page 39: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Optimal Homogeneity Estimators

2pt-Correlation function: Landy Szalay Estimator

Average number galaxy density

Convert to Matter-distribution estimator

Fractal Correlation dimension

⇠ls(s) =DD(s)� 2 ⇤DR(s) +RR(s)

RR(s)

N (< r) = 1 +3

r3

Z r

0⇠(s)s2ds

NM (< r) =N th

M (< r)� 1

N thb,�p

(< r)� 1[N (< r)� 1] + 1

DM2 (r) =

d ln NM (< r)

d ln r+ 3

Page 40: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

Mock Galaxies Catalogues

Basic MethodPredict evolution of mass field Identify DM halos Populate Halos with Galaxies Apply survey characteristics

Analysis UsageCompute Covariance Matrices Use in Analysis Tests

ref: 1309.5532v2, 1203.6609v2

Page 41: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Un-Correlated

eff0.0 north 1000 qpm factor: correcting for inv cov

z2

1000 QPMs

Page 42: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Cosmology independence

D2(r) =d ln N (< r)

d ln r! D2(↵r) =

d ln N (< ↵r)

d ln r

↵ =dmodel

(zm

)

dfiducial

(zm

)DA(z) =

c

H0

p|⌦k|

Z z

0

dz0

H(z0)

d(z) =

D2

Acz

H(z)

�1/3

Page 43: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

Analysis Null tests

measurement on mocks

Spline fitting

2 ndf

Page 44: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

Analysis Null tests

measurement on mocks

Spline fitting

CDF [�2mock

]

Page 45: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

Analysis Null tests

Page 46: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

RSD-choices

Page 47: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

RSD-choices

Page 48: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

RSD-choices

Page 49: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Correlation Matrices

⇢⇠ij

⇢Nij

⇢D2ij

Page 50: The Homogeneity Scale of the Universe with Large Scale ... · P.Ntelis Nov 2016 Homogeneity Scale of the Universe SDSS-IV WiggleZ 2016, 0.2

P.Ntelis Nov 2016 Homogeneity Scale of the Universe

Systematic Effects

Rarely 100%: Survey in progress Non-uniform success rate

Definition:

Importants Weights for: Closed Pairs z-failure Contamination from Stars Shot-noise, Cosmic Variance

- [Feldman, Kaiser, Peacock,1993] wtot

= (wcp

+ wzf

� 1)wsys

wfkp