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Detection of gravitational lensing in the CMB Kendrick Smith University of Cambridge March 2008, Moriond WMAP3 paper: Smith, Zahn & Dore, 0705.3980 WMAP5 results: forthcoming!

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Page 1: Detection of gravitational lensing in the CMB - IN2P3moriond.in2p3.fr/J08/trans/thursday/smith.pdf · Detection of gravitational lensing in the CMB Kendrick Smith University of Cambridge

Detection of gravitational lensing in the CMB

Kendrick Smith University of Cambridge

March 2008, Moriond

WMAP3 paper: Smith, Zahn & Dore, 0705.3980 WMAP5 results: forthcoming!

Page 2: Detection of gravitational lensing in the CMB - IN2P3moriond.in2p3.fr/J08/trans/thursday/smith.pdf · Detection of gravitational lensing in the CMB Kendrick Smith University of Cambridge

CMB lensing: theory

CMB photons are deflected by gravitational potentials between last scattering and observer. This remaps the CMB while preserving surface brightness:

!T (!n)! !T (!n + d(!n))where is a vector field giving the deflection angle along line of sight

!n

Deflection angles Unlensed CMB Lensed CMB

d(!n)

!"+

WayneHu

Page 3: Detection of gravitational lensing in the CMB - IN2P3moriond.in2p3.fr/J08/trans/thursday/smith.pdf · Detection of gravitational lensing in the CMB Kendrick Smith University of Cambridge

To first order, the deflection field is a pure gradient:

where the lensing potential is given by the line-of-sight integral

Redshift kernel: broad peak at z ~ 2 RMS deflection: ~2.5 arcmin, coherent on degree scales (l ~ 100)

Scope of talk: we will present a 3.4 sigma detection of CMB lensing, from combining WMAP3 with radio galaxy counts in NVSS.

da(!n) = !a!(!n)

!(!n) = !2" !!

0d"

#"! ! "

""!

$!("!n, #0 ! ")

CMB lensing: theory

AntonyLewis

d(!n)

Page 4: Detection of gravitational lensing in the CMB - IN2P3moriond.in2p3.fr/J08/trans/thursday/smith.pdf · Detection of gravitational lensing in the CMB Kendrick Smith University of Cambridge

CMB lensing: power spectrum

How can CMB lensing be detected in data?

First idea: Try to detect effect of lensing on power spectrum

In WMAP3: effect is too small, lensing can only be “detetcted” at 0.3 sigma directly from the power spectrum

CTT!

Therefore,mustusehigher‐pointstatistics…

Page 5: Detection of gravitational lensing in the CMB - IN2P3moriond.in2p3.fr/J08/trans/thursday/smith.pdf · Detection of gravitational lensing in the CMB Kendrick Smith University of Cambridge

CMB lens reconstruction: idea

Idea: from observed CMB, reconstruct deflection angles (Hu 2001)

Lensed CMB Reconstruction + noise

!n

Deflection angles Unlensed CMB Lensed CMB

!"+

!"!n

Page 6: Detection of gravitational lensing in the CMB - IN2P3moriond.in2p3.fr/J08/trans/thursday/smith.pdf · Detection of gravitational lensing in the CMB Kendrick Smith University of Cambridge

CMB lens reconstruction: quadratic estimator

Lensing potential weakly correlates Fourier modes with

Formally: can define estimator which is quadratic in CMB temperature:

Intuitively: use hot and cold spots of CMB as local probes of lensing potential (analagous to cosmic shear: galaxy ellipticities are used as probes)

l != l!

!!(l)

Lensed CMB Reconstruction + noise

!"!n

!T (l) T (l!)"" # [$l! · (l$ l!)]!(l$ l!)

!!(l) !"

d2l1(2")2

[(l · l1)Cl1 + (l · l2)Cl2 ]T (l1)T (l2)Ctot

l1Ctot

l2

(l2 = l" l1)

Page 7: Detection of gravitational lensing in the CMB - IN2P3moriond.in2p3.fr/J08/trans/thursday/smith.pdf · Detection of gravitational lensing in the CMB Kendrick Smith University of Cambridge

CMB lens reconstruction: cross correlation

Second idea for detection: Apply quadratic estimator to WMAP data Estimate

WMAP3 forecast: reconstruction is noisy, only 1 sigma. In addition, systematics are likely to be difficult….

Third idea: Apply quadratic estimator Estimate (where g is a galaxy count field) Highly correlated, so “boosts” signal-to-noise

WMAP3 forecast: 3 sigma, using NVSS galaxies Systematics are tamer in cross-correlation….

C!!"

!!(l)

!!(l)C!g

"

Page 8: Detection of gravitational lensing in the CMB - IN2P3moriond.in2p3.fr/J08/trans/thursday/smith.pdf · Detection of gravitational lensing in the CMB Kendrick Smith University of Cambridge

NVSS: NRAO VLA Sky Survey

1.4 GHz source catalog, 50% complete at 2.5 mJy

Mostly extragalactic sources: AGN-powered radio galaxies Quasars Star-forming galaxies

Well-suited for cross-correlating to WMAP lensing potential: Nearly full sky coverage Low shot noise High median redshift

(fsky = 0.8)(Ngal = 1.8! 106)(zmedian = 0.9)

Page 9: Detection of gravitational lensing in the CMB - IN2P3moriond.in2p3.fr/J08/trans/thursday/smith.pdf · Detection of gravitational lensing in the CMB Kendrick Smith University of Cambridge

Main result (statistical errors only)

Several-sigma (relative to simulations) correlation observed in data

How do we know that the correlation is lensing, rather than something else?

Rest of talk: null tests, systematics

bandpowers obtained by cross-correlating WMAP and NVSS data

Error bars obtained by Monte Carlo

C!g"

Page 10: Detection of gravitational lensing in the CMB - IN2P3moriond.in2p3.fr/J08/trans/thursday/smith.pdf · Detection of gravitational lensing in the CMB Kendrick Smith University of Cambridge

Null tests

Cross-correlate simulations with data:

Either WMAP or NVSS can be a “black box”

Frequency dependence:

Result is stable across WMAP frequency range

“Curl null test”: look for ficticious curl component

No signal is seen

Page 11: Detection of gravitational lensing in the CMB - IN2P3moriond.in2p3.fr/J08/trans/thursday/smith.pdf · Detection of gravitational lensing in the CMB Kendrick Smith University of Cambridge

NVSS systematics

Bright sources: NVSS raw maps show “ringing” near ~1 Jy sources.

We mask bright sources, but check that the mask does not significantly affect results

Declination gradients: azimuthal striping in equatorial coordinates

We project out m=0 modes in the analysis; No evidence that contamination extends to higher m

Page 12: Detection of gravitational lensing in the CMB - IN2P3moriond.in2p3.fr/J08/trans/thursday/smith.pdf · Detection of gravitational lensing in the CMB Kendrick Smith University of Cambridge

WMAP systematics

Galactic foregrounds: Mostly removed by kp0 + NVSS source mask Use foreground templates to estimate systematic errors from residual foregrounds

Beams: WMAP beams contain ~10-20 dB deviations from azimuthal symmetry

Approach: include beam asymmetry in Monte Carlo simulations, treat as extra systematic error

Convolve sky with multipole expansion of beam (s=0: symmetric beam, s=1: beam dipole, etc.) using WMAP scan strategy

Finkbeiner et al 1997

s=0

s=1

s=2

s=3,etc.

Page 13: Detection of gravitational lensing in the CMB - IN2P3moriond.in2p3.fr/J08/trans/thursday/smith.pdf · Detection of gravitational lensing in the CMB Kendrick Smith University of Cambridge

Point sources / SZ

At WMAP resolution, SZ clusters can be treated as part of point source contribution Idea: estimate total point source contamination directly from data

Reoptimize estimator weights to look for point sources rather than lensing

No point source signal is seen in cross-correlation with NVSS

Allows tight systematic errors: any point source contamination must be hidden below detection threshhold

Page 14: Detection of gravitational lensing in the CMB - IN2P3moriond.in2p3.fr/J08/trans/thursday/smith.pdf · Detection of gravitational lensing in the CMB Kendrick Smith University of Cambridge

Final result with systematic errors

Detection significance: fit in one large bandpower, in multiple of fiducial model

Result: 1.15 +/- 0.34, i.e. a 3.4 sigma detection, in agreement with the expected level

Page 15: Detection of gravitational lensing in the CMB - IN2P3moriond.in2p3.fr/J08/trans/thursday/smith.pdf · Detection of gravitational lensing in the CMB Kendrick Smith University of Cambridge

Conclusion and future prospects

Milestone: 3.4 sigma detection, in agreement with the expected signal

Many systematic checks: WMAP frequency dependence, curl null test, bright source masking, NVSS declination gradients, galactic foregrounds, beam effects, internal estimates of point source / SZ contamination

Future prospects: forthcoming high-resolution data (Planck, SPT, ACT, EBEX, Clover, Polarbear…) will make precision measurements of CMB lensing (e.g. Hu 2001: ~60 sigma from Planck), CMB will acquire sensitivity to new parameters (e.g. Lesgourgues 2005: from Planck alone)

Counterpart to galaxy lensing: probes same lensing potential as high-redshift galaxies, but completely different systematics: CMB: beam effects, point sources, SZ and other foregrounds Galaxies: PSF subtraction, intrinsic alignments, photo-z errors

!m! ! 0.14