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Lensing of the CMB Antony Lewis Institute of Astronomy, Cambridge http://cosmologist.info/

Lensing of the CMB

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Lensing of the CMB. Antony Lewis Institute of Astronomy, Cambridge http://cosmologist.info/. Talk based on recent review – this is recommended reading and fills in missing details and references :. Physics Reports review: astro-ph/0601594. - PowerPoint PPT Presentation

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Page 1: Lensing of the CMB

Lensing of the CMBAntony Lewis

Institute of Astronomy, Cambridgehttp://cosmologist.info/

Page 2: Lensing of the CMB

Physics Reports review: astro-ph/0601594

Talk based on recent review – this is recommended reading and fills in missing details and references :

Page 3: Lensing of the CMB

• Recent papers of interest (since review):

- Cosmological Information from Lensed CMB Power Spectra; Smith et al. astro-ph/0607315

• For introductory material on unlensed CMB, esp. polarization see Wayne Hu’s pages athttp://background.uchicago.edu/~whu/

Anthony Challinor’s CMB introduction: astro-ph/0403344

Page 4: Lensing of the CMB

• Review of unlensed CMB• Lensing order of magnitudes• Lensed power spectrum

• CMB polarization• Non-Gaussianity• Cluster lensing• Moving lenses• Reconstructing the potential• Cosmological parameters

Outline

Page 5: Lensing of the CMB

Hu & White, Sci. Am., 290 44 (2004)

Evolution of the universe

Opaque

Transparent

Page 6: Lensing of the CMB

Observation as a function of frequencyBlack body spectrum observed by COBE

- close to thermal equilibrium: temperature today of 2.726K ( ~ 3000K at z ~ 1000 because ν ~ (1+z))

Residuals Mather et al 1994

Page 7: Lensing of the CMB

Source: NASA/WMAP Science Team

O(10-5) perturbations (+galaxy)

Dipole (local motion)

(almost) uniform 2.726K blackbody

Observations:the microwave sky today

Page 8: Lensing of the CMB

Can we predict the primordial perturbations?

• Maybe..

Quantum Mechanics“waves in a box” calculation

vacuum state, etc…

Inflationmake >1030 times bigger

After inflationHuge size, amplitude ~ 10-5

Page 9: Lensing of the CMB

Perturbation evolution

photon/baryon plasma + dark matter, neutrinos

Characteristic scales: sound wave travel distance; diffusion damping length

Page 10: Lensing of the CMB

Observed ΔT as function of angle on the sky

Page 11: Lensing of the CMB

CMB power spectrum Cl

• Use spherical harmonics Ylm

2|| lml aCTheory prediction

- variance (average over all possible sky realizations)- statistical isotropy implies independent of m

*lmlm YTda

Observe:

Page 12: Lensing of the CMB

Hu & White, Sci. Am., 290 44 (2004)

CMB temperature power spectrumPrimordial perturbations + later physics

diffusiondampingacoustic oscillations

primordial powerspectrum

finite thickness

Page 13: Lensing of the CMB

Perturbations O(10-5)

Simple linearized equations are very accurate (except small scales)

Fourier modes evolve independently: simple to calculate accurately

Calculation of theoretical perturbation evolution

•Thomson scattering (non-relativistic electron-photon scattering) - tightly coupled before recombination: ‘tight-coupling’ approximation (baryons follow electrons because of very strong e-m coupling)•Background recombination physics •Linearized General Relativity •Boltzmann equation (how angular distribution function evolves with scattering)

Physics Ingredients

ClInitial conditions + cosmological parameters

linearized GR + Boltzmann equations

Page 14: Lensing of the CMB

Sources of CMB anisotropy

Sachs Wolfe: Potential wells at last scattering cause redshifting as photons climb out

Photon density perturbations: Over-densities of photons look hotter

Doppler: Velocity of photon/baryons at last scattering gives Doppler shift

Integrated Sachs Wolfe: Evolution of potential along photon line of sight: net red- or blue-shift as photon climbs in an out of varying potential wells

Others: Photon quadupole/polarization at last scattering, second-order effects, etc.

Page 15: Lensing of the CMB

Temperature anisotropy data: WMAP 3-year + smaller scales

BOOMERANG

Hinshaw et al

+ many more coming up

e.g. Planck (2008)

Page 16: Lensing of the CMB

What can we learn from the CMB?• Initial conditions

What types of perturbations, power spectra, distribution function (Gaussian?); => learn about inflation or alternatives.(distribution of ΔT; power as function of scale; polarization and correlation)

• What and how much stuffMatter densities (Ωb, Ωcdm);; neutrino mass(details of peak shapes, amount of small scale damping)

• Geometry and topologyglobal curvature ΩK of universe; topology(angular size of perturbations; repeated patterns in the sky)

• EvolutionExpansion rate as function of time; reionization- Hubble constant H0 ; dark energy evolution w = pressure/density(angular size of perturbations; l < 50 large scale power; polarization)

• AstrophysicsS-Z effect (clusters), foregrounds, etc.

Page 17: Lensing of the CMB

CMB summary• Time from big bang to last scattering

(~300Mpc comoving; ~300 000 years) – determines physical size of largest overdensity (or underdensity)

• Distance of last scattering from us (~14Gpc comoving; 14 Gyr)- determines angular size seen by us

• Damping scale (angular size ~ arcminutes) - determines smallest fluctuations (smooth on small scales)

• Thickness of last scattering (~Hubble time, 100Mpc)- determines line of sight averaging- determines amount of polarization (see later)

• Other parameters - determine amplitude and scale dependence of perturbations

Page 19: Lensing of the CMB

14 000 Mpc

Not to scale!All distances are comoving

~100Mpc

~200/14000 ~ degree

largest overdensity

Neutral gas - transparent

Ionized plasma - opaque

Good approximation: CMB is single source plane at ~14 000 Mpc

Recom

bination

~200Mpc

Page 20: Lensing of the CMB

Zeroth-order CMB

• CMB uniform blackbody at ~2.7 K(+dipole due to local motion)

1st order effects• Linear perturbations at last scattering, zeroth-order light propagation;

zeroth-order last scattering, first order redshifting during propagation (ISW)- usual unlensed CMB anisotropy calculation

• First order time delay, uniform CMB - last scattering displaced, but temperature at recombination the same - no observable effect

Page 21: Lensing of the CMB

1st order effects contd.

• First order CMB lensing: zeroth-order last scattering (uniform CMB ~ 2.7K), first order transverse displacement in light propagation

A B

Number of photons before lensing---------------------------------------------Number of photons after lensing

= A2

---- B2

=Solid angle before lensing-----------------------------------Solid angle after lensing

Conservation of surface brightness: number of photons per solid angle unchanged

uniform CMB lenses to uniform CMB – so no observable effect

Page 22: Lensing of the CMB

2nd order effects• Second order perturbations at last scattering, zeroth order light

propagation-tiny ~(10-5)2 corrections to linear unlensed CMB result

• First order last scattering (~10-5 anisotropies), first order transverse light displacement- this is what we call CMB lensing

• First order last scattering (~10-5 anisotropies), first order time delay- delay ~1MPc, small compared to thickness of last scattering- coherent over large scales: very small observable effect

• Others e.g. Rees Sciama: second (+ higher) order reshiftingSZ: second (+higher) order scattering, etc….

Hu, Cooray: astro-ph/0008001

Page 23: Lensing of the CMB

CMB lensing order of magnitudes

β

Newtonian argument: β = 2 Ψ General Relativity: β = 4 Ψ

Ψ

Potentials linear and approx Gaussian: Ψ ~ 2 x 10-5

β ~ 10-4

Characteristic size from peak of matter power spectrum ~ 300Mpc

Comoving distance to last scattering surface ~ 14000 Mpc

pass through ~50 lumps

assume uncorrelated

total deflection ~ 501/2 x 10-4 ~ 2 arcminutes

(neglects angular factors, correlation, etc.)

(β << 1)

(set c=1)

Page 24: Lensing of the CMB

So why does it matter?

• 2arcmin: ell ~ 3000

- on small scales CMB is very smooth so lensing dominates the linear signal

• Deflection angles coherent over 300/(14000/2) ~ 2°

- comparable to CMB scales

- expect 2arcmin/60arcmin ~ 3% effect on main CMB acoustic peaks

NOT because of growth of matter density perturbations!

Page 25: Lensing of the CMB

Comparison with galaxy lensing• Single source plane at known distance

(given cosmological parameters)

• Statistics of sources on source plane well understood- can calculate power spectrum; Gaussian linear perturbations- magnification and shear information equally useful - usually discuss in terms of deflection angle; - magnification analysis of galaxies much more difficult

• Hot and cold spots are large, smooth on small scales- ‘strong’ and ‘weak’ lensing can be treated the same way: infinite magnification of smooth surface is still a smooth surface

• Source plane very distant, large linear lenses- lensing by under- and over-densities;

• Full sky observations- may need to account for spherical geometry for accurate results

Page 26: Lensing of the CMB

Lensed temperature depends on deflection angle

Lensing PotentialDeflection angle on sky given in terms of angular gradient of lensing potential

co-moving distance to last scattering

c.f. introductory lectures

Newtonian potential

Page 27: Lensing of the CMB

Power spectrum of the lensing potential

• Expand Newtonian potential in 3D harmonics

with power spectrum

Angular correlation function of lensing potential:

Page 28: Lensing of the CMB

Use jl are spherical Bessel functions

Orthogonality of spherical harmonics (integral over k) then gives

Then take spherical transform using

Gives final general result

Page 29: Lensing of the CMB

Deflections O(10-3), but coherent on degree scales important!

Deflection angle power spectrum

Computed with CAMB: http://camb.info

Linear

Non-linear

On small scales (Limber approx)

Deflection angle power ~

Page 30: Lensing of the CMB

Lensing potential and deflection anglesLensPix sky simulation code: http://cosmologist.info/lenspix

Page 31: Lensing of the CMB

• Note: can only observe lensed field

• Any bulk deflection is unobservable – degenerate with corresponding change in unlensed CMB: e.g. rotation of full sky translation in flat sky approximation

• Observations sensitive to differences of deflection angles

Page 32: Lensing of the CMB

Correlation with the CMB temperature

very small except on largest scales

Page 33: Lensing of the CMB

Calculating the lensed CMB power spectrum

• Approximations and assumptions: - Lensing potential uncorrelated to temperature - Gaussian lensing potential and temperature - Statistical isotropy

• Simplifying optional approximations - flat sky - series expansion to lowest relevant order

Page 34: Lensing of the CMB

• Fourier transforms:

• Statistical isotropy:

Unlensed temperature field in flay sky approximation

So where

Similarly for the lensing potential (also assumed Gaussian and statistically isotropic)

Page 35: Lensing of the CMB

Lensed field: series expansion approximation

(BEWARE: this is not a very good approximation! See later)

Using Fourier transforms, write gradients as

Then lensed harmonics then given by

Page 36: Lensing of the CMB

Lensed field still statistically isotropic:

with

Alternatively written as

where

(RMS deflection ~ 2.7 arcmin)

Second term is a convolution with the deflection angle power spectrum

- smoothes out acoustic peaks- transfers power from large scales into the damping tail

Page 37: Lensing of the CMB

Lensing effect on CMB temperature power spectrum

Page 38: Lensing of the CMB

Small scale, large l limit: - unlensed CMB has very little power due to silk damping:

- Proportional to the deflection angle power spectrum and the (scale independent) power in the gradient of the temperature

Page 39: Lensing of the CMB

Accurate calculation -lensed correlation function

• Do not perform series expansion

Assume uncorrelated

Lensed correlation function:

To calculate expectation value use

Page 40: Lensing of the CMB

where

Have defined:

- variance of the difference of deflection angles

small correction from transverse differences

Page 41: Lensing of the CMB

So lensed correlation function is

Expand exponential using

Integrate over angles gives final result:

Note exponential: non-perturbative in lensing potential

Page 42: Lensing of the CMB

Power spectrum and correlation function related by

used Bessel functions defined by

Can be generalized to fully spherical calculation: see review, astro-ph/0601594However flat sky accurate to <~ 1% on the lensed power spectrum

Page 43: Lensing of the CMB

Series expansion in deflection angle?

Series expansion only good on large and very small scales

Only a good approximation when: - deflection angle much smaller than wavelength of temperature perturbation - OR, very small scales where temperature is close to a gradient

CMB lensing is a very specific physical second order effect; not accurately contained in 2nd order expansion – differs by significant 3rd and higher order terms

Page 44: Lensing of the CMB

Other specific non-linear effects

• Thermal Sunyaev-ZeldovichInverse Compton scattering from hot gas: frequency dependent signal

• Kinetic Sunyaev-Zeldovich (kSZ)Doppler from bulk motion of clusters; patchy reionization;(almost) frequency independent signal

• Ostriker-Vishniac (OV)same as kSZ but for early linear bulk motion

• Rees-SciamaIntegrated Sachs-Wolfe from evolving non-linear potentials: frequency independent

Page 45: Lensing of the CMB

Summary so far

• Deflection angles of ~ 3 arcminutes, but correlated on degree scales

• Lensing convolves TT with deflection angle power spectrum - Acoustic peaks slightly blurred - Power transferred to small scales

large scales

small scales

Page 46: Lensing of the CMB

Lensing important at 500<l<3000Dominated by SZ on small scales

Page 48: Lensing of the CMB

CMB PolarizationGenerated during last scattering (and reionization) by Thomson scattering of anisotropic photon distribution

Hu astro-ph/9706147

Page 49: Lensing of the CMB

Observed Stokes’ Parameters

- -

Q UQ → -Q, U → -U under 90 degree rotation

Q → U, U → -Q under 45 degree rotation

Measure E field perpendicular to observation direction nIntensity matrix defined as

Linear polarization + Intensity + circular polarization

CMB only linearly polarized. In some fixed basis

Page 50: Lensing of the CMB

Alternative complex representation

Define complex vectors

And complex polarization

e.g.

Under a rotation of the basis vectors

- spin 2 field

all just like the shear in galaxy lensing

Page 51: Lensing of the CMB

E and B polarization

“gradient” modesE polarization

“curl” modes B polarization

e.g.

Page 52: Lensing of the CMB

E and B harmonics• Expand scalar PE and PB in scalar harmonics• Expand P in spin-2 harmonics

Harmonics are orthogonal over the full sky:E/B decomposition is exact and lossless on the full sky

Zaldarriaga, Seljak: astro-ph/9609170Kamionkowski, Kosowsky, Stebbins: astro-ph/9611125

Page 53: Lensing of the CMB

On the flat sky spin-2 harmonics are

Inverse relations:

Factors of rotate polarization to physical frame defined by wavenumber l

Page 54: Lensing of the CMB

l

x

y

Polarization Qxy=-1, Uxy=0Pxy = -1

in bases wrt (rotated by –φ)Ql = 0, Ul = 1Pl = i

Pl = Pxy e-2iφ

Page 55: Lensing of the CMB

CMB Polarization Signals

Average over possible realizations (statistically isotropic):

• E polarization from scalar, vector and tensor modes

• B polarization only from vector and tensor modes (curl grad = 0) + non-linear scalars

Expected signal from scalar modes

Page 56: Lensing of the CMB

Primordial Gravitational Waves(tensor modes)

• Well motivated by some inflationary models- Amplitude measures inflaton potential at horizon crossing- distinguish models of inflation

• Observation would rule out other models - ekpyrotic scenario predicts exponentially small amplitude - small also in many models of inflation, esp. two field e.g. curvaton

• Weakly constrained from CMB temperature anisotropy

Look at CMB polarization: ‘B-mode’ smoking gun

- cosmic variance limited to 10% - degenerate with other parameters (tilt, reionization, etc)

Page 57: Lensing of the CMB

Lensing of polarization

• Polarization not rotated w.r.t. parallel transport (vacuum is not birefringent)

• Q and U Stokes parameters simply re-mapped by the lensing deflection field

Last scattering Observed

e.g.

~ ellipticities of infinitesimal small galaxies

Page 58: Lensing of the CMB

Lensed spectrum: lowest order calculationSimilar to temperature derivation, but now complex spin-2 quantities:

Unlensed B is expected to be very small. Simplify by setting to zero.Expand in harmonics

Calculate power spectrum. Result is

Page 59: Lensing of the CMB

• Effect on EE and TE similar to temperature: convolution smoothing + transfer of power to small scales

Page 60: Lensing of the CMB

Polarization lensing B mode power spectra

Nearly white spectrum on large scales(power spectrum independent of l)

l4Clφ

l4Clφ l2Cl

E

ClB

ClE

On small scales,

lensed BB given by

BB generated by lensing even if unlensed B=0

Can also do more accurate calculationusing polarization correlation functions

Page 61: Lensing of the CMB

Current 95% indirect limits for LCDM given WMAP+2dF+HSTPolarization power spectra

Page 62: Lensing of the CMB

Analogues of CMB lensing

• Lensing of temperature power spectrum: - lensed effect on galaxy number density/21cm power spectrum - smoothing of baryon oscillations (but much smaller effect ~ 10-3, low z)

• Q/U polarization: - e1/e2 ellipticity of a point source

Q/U not changed by gravitational shear along path

• CMB polarization at last scattering - galaxy shape distribution in source plane - usually assume shapes uncorrelated ~ CE=CB=const - Intrinsic galaxy alignments can give something else

• Lensing of CMB polarization - white lenses to white CE → CE(1+4<κ2>), CB → CB(1+4<κ2>) - c.f. shape noise per arcminute: number density of galaxies depends locally on magnification - c.f. effect of magnification on intrinsic alignment power spectrum

Page 63: Lensing of the CMB

Non-Gaussianity(back to CMB temperature)

• Unlensed CMB expected to be close to Gaussian• With lensing:

• For a FIXED lensing field, lensed field also Gaussian• For VARYING lensing field, lensed field is non-Gaussian

Three point function: Bispectrum < T T T >

- Zero unless correlation <T Ψ> • Large scale signal from ISW-induced T- Ψ correlation• Small scale signal from non-linear SZ – Ψ correlation

Page 64: Lensing of the CMB

Trispectrum: Connected four-point < T T T T>c

- Depends on deflection angle and temperature power spectra- ‘Easily’ measurable for accurate ell > 1000 observations

Other signatures

- correlated hot-spot ellipticities- Higher n-point functions- Polarization non-Gaussianity

Page 65: Lensing of the CMB

Bigger than primordial non-Gaussianity?

• 1-point function

- SZ-lensing correlation can dominate on very small scales

- On larger scales oscillatory primordial signal should be easily distinguishable with Planck

Komatsu: astro-ph/0005036

- ISW-lensing correlation only significant on very large scales• Bispectrum

- lensing only moves points around, so distribution at a point Gaussian- But complicated by beam effects

Page 66: Lensing of the CMB

• Trispectrum (4-point)

Basic inflation:- most signalin long thin quadrilaterals

Lensing:- broader distribution, lesssignal in thin shapes

Can only detect inflation signal from cosmic variance if fNL >~ 20

Komatsu: astro-ph/0602099 Hu: astro-ph/0105117

No analysis of relative shape-dependence from e.g. curvaton??

Lensing probably not main problem for flat quadrilaterals if single-field non-Gaussianity

Also non-Gaussianity in polarization…

Page 67: Lensing of the CMB

Large scale lensing reconstruction

• As with galaxy lensing, ellipticities of hot and cold spots can be used to constrain the lensing potential

• But diffuse, so need general method

• Think about fixed lensing potential: lensed CMB is then Gaussian (T is Gaussian) but not isotropic

- use off-diagonal correlation to constrain lensing potential

Page 68: Lensing of the CMB

• Can show that

Define quadratic estimator

Maximise signal to noise, write in real space:

For more details see astro-ph/0105424 or review

Page 69: Lensing of the CMB

• Method is potentially useful but not optimal

• Limited by cosmic variance on T, other secondaries, higher order terms

• Requires high resolution: effectively need lots of hot and cold spots behind each potential

• Reconstruction with polarization is much better: no cosmic variance in unlensed B

• Polarization reconstruction can in principle be used to de-lens the CMB - required to probe tensor amplitudes r <~ 10-4

- requires very high sensitivity and high resolution- in principle can do things almost exactly: a lot of information in lensed B at high l

• Maximum likelihood techniques much better than quadratic estimators for polarization (Hirata&Seljak papers)

Page 70: Lensing of the CMB

astro-ph/0306354

Input Quadratic (filtered) Approx max likelihood

Page 71: Lensing of the CMB

Lensing potential power spectrum

Hu: astro-ph/0108090

Page 72: Lensing of the CMB

Cluster CMB lensinge.g. to constrain cosmology via number counts

GALAXYCLUSTER

Last scattering surface What we see

Following: Seljak, Zaldarriaga, Dodelson, Vale, Holder, etc.

CMB very smooth on small scales: approximately a gradient

Lewis & King, astro-ph/0512104

0.1 degreesNeed sensitive ~ arcminute resolution observations

Page 73: Lensing of the CMB

Unlensed Lensed Difference

RMS gradient ~ 13 μK / arcmindeflection from cluster ~ 1 arcmin Lensing signal ~ 10 μK

BUT: depends on CMB gradient behind a given cluster

can compute likelihood of given lens (e.g. NFW parameters) essentially exactly

Unlensed CMB unknown, but statistics well understood (background CMB Gaussian) :

Page 74: Lensing of the CMB

Unlensed T+Q+U Difference after cluster lensing

Add polarization observations?

Less sample variance – but signal ~10x smaller: need 10x lower noise

Note: E and B equally useful on these scales; gradient could be either

Page 75: Lensing of the CMB

Complications• Temperature

- Thermal SZ, dust, etc. (frequency subtractable) - Kinetic SZ (big problem?) - Moving lens effect (velocity Rees-Sciama, dipole-like) - Background Doppler signals - Other lenses

• Polarization - Quadrupole scattering (< 0.1μK)- Re-scattered thermal SZ (freq)- Kinetic SZ (higher order)- Other lenses

Generally much cleaner

Page 76: Lensing of the CMB

CMB polarization only (0.07 μK arcmin noise)

Optimistic Futuristic CMB polarization lensing vs galaxy lensingLess massive case: M = 2 x 1014 h-1 Msun, c=5

Galaxies (500 gal/arcmin2)

Page 77: Lensing of the CMB

Rest frame of CMB:

Redshiftedcolder

Blueshiftedhotter

Moving Lenses and Dipole lensing

Homogeneous CMB

Rest frame of lens: Dipole gradient in CMB

Deflected from colderdeflected from hotter

v

T = T0(1+v cos θ)

‘Rees-Sciama’(non-linear ISW)

‘dipole lensing’

Page 78: Lensing of the CMB

Moving lenses and dipole lensing are equivalent:

•Dipole pattern over cluster aligned with transverse cluster velocity –source of confusion for anisotropy lensing signal

• NOT equivalent to lensing of the dipole observed by us, -only dipole seen by cluster is lensed

(EXCEPT for primordial dipole which is physically distinct from frame-dependent kinematic dipole)

Note:

• Small local effect on CMB from motion of local structure w.r.t. CMB(Vale 2005, Cooray 2005)

• Line of sight velocity gives (v/c) correction to deflection angles from change of frame:generally totally negligible

Page 79: Lensing of the CMB

Planck (2007+) parameter constraint simulation (neglect non-Gaussianity of lensed field; BB noise dominated so no effect on parameters)

Important effect, but using lensed CMB power spectrum gets ‘right’ answerLewis 2005

Cosmological parametersEssential to model lensing; but little effect on basic parameter constraints

Page 80: Lensing of the CMB

Extra information in lensing

Unlensed CMB has many degeneracies: e.g. distance and curvature

flat closed

Lensing introduces additional information: growth and scale of lensing deflection power break degeneracies- e.g. improve constraints on curvature, dark energy, neutrino mass

θ

θ

Page 81: Lensing of the CMB

• Lensed CMB power spectra contain essentially two new numbers: - one from T and E, depends on lensing potential at l<300- one from lensed BB, wider range of lastro-ph/0607315

• More information can be obtained from non-Gaussian signature: lensing reconstruction- may be able to probe neutrino masses ~ 0.04eV (must be there!)

Page 82: Lensing of the CMB

Summary• Weak lensing of the CMB very important for precision cosmology

- changes power spectra at several percent

- potential confusion with primordial gravitational waves for r <~ 10-3

- Non-Gaussian signal

- Generally well understood, modelled accurately in linear theorywith small non-linear corrections

• Potential uses

- Break parameter degeneracies, improve parameter constraints

- Constrain cluster masses at high redshift

- Reconstruction of potential to z~7