CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB...

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CMB Lensing and Delensing Antony Lewis http://cosmologist.info/ work with the Planck Collaboration, Geraint Pratten, Julien Carron and Julien Peloton

Transcript of CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB...

Page 1: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

CMB Lensing and DelensingAntony Lewis

http://cosmologist.info/

work with the Planck Collaboration, Geraint Pratten, Julien Carron and Julien Peloton

Page 2: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

O(10-5) perturbations

(+galaxy)

Dipole (local motion)

(almost) uniform 2.726K blackbody

Observations:

the microwave

sky today

0th order (uniform 2.726K) + 1st order perturbations (anisotropies)

Page 3: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

CMB temperature

Perturbations: End of inflation Perturbations: Last scattering surface

gravity+

pressure+

diffusion

0th order uniform temperature + 1st order perturbations:

Page 4: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

14 000 Mpc

z~1000

z=0θ

Page 5: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Gaussian ⇒ information in power spectrum

Page 7: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Deflection angle 𝛼, shear 𝛾𝑖 , convergence 𝜅 , and rotation 𝜔

𝜅

𝛾

Convergence

Shear

Rotation 𝜔 = 0 from scalar perturbations in linear perturbation theory

𝜔

Rotation

𝜔 = 0 ⇒ 𝛼 = 𝛻𝜓

Page 8: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

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

Deflection angle power spectrum

Linear

Non-linear

On small scales

(Limber approx. 𝑘𝜒 ∼ 𝑙)

Page 9: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Credit: D. Hanson

Page 10: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Credit: D. Hanson

Page 11: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

UnlensedMagnified Demagnified

Local effect of lensing on the power spectrum

Page 12: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Credit: Duncan Hanson

Averaged over the sky, lensing smooths out the power spectrum

Page 13: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Lensing effect on CMB temperature power spectrum

Page 14: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Effect on TE and EE polarization spectra

Page 15: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Current 95% indirect limits for LCDM given WMAP+2dF+HST (bit old!)

B-mode polarization power spectrum

Lensing an important contaminant of searches for primordial gravitational waves

Page 16: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

1. Can we reconstruct the lensing?

- gives a powerful cosmological probe

(z~2 peak; constraints on LCDM, massive neutrinos, etc.)

2. Can we then delens?

- unsmooth the power spectra, clean the lensing B modes

3. Can we model the lensing signal accurately?

Outline

Page 17: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

𝑪𝒍 𝑪𝒍 𝑪𝒍 𝑪𝒍

𝑪𝒍 𝑪𝒍 𝑪𝒍 𝑪𝒍

𝑪𝒍 𝑪𝒍 𝑪𝒍 𝑪𝒍

𝑪𝒍 𝑪𝒍 𝑪𝒍 𝑪𝒍

Lensing reconstruction (concept)

Measure spatial variations in magnification and shear

Use assumed unlensed spectrum, and unlensed statistical isotropy

Page 18: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

For a given (fixed) lensing field, 𝑇 ∼ 𝑃 𝑇 𝑋 :

function easy to calculate for 𝑋(𝐊) = 0 Can reconstruct the

modulation field 𝑋

Lensing reconstruction- Maths and algorithm sketch

Flat sky approximation: modes correlated for 𝐤2 ≠ 𝐤3

𝑋 here is lensing potential,

deflection angle, or 𝜅

𝐴 𝐿, 𝑙1, 𝑙2 ∼

Zaldarriaga, Hu, Hanson, and others.

Full sky analysis similar, summing modes with optimal weights gives

First-order series expansion in the lensing field:

Page 19: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

→ process input maps

→ estimate lensing potential

from anisotropic 2-point

Lens Reconstruction Pipeline

Filtering

Quadratic Estimator

Power Spectrum Estimation

Filtering

Quadratic Estimator

Data / Sims Data / Sims

Cross-correlation

ϕ Tracer

Filtering

Data / Sims

Filtering

Data / Sims

→ estimate lensing power

spectrum.

Page 20: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Best measured modes of

MV estimator have S/N=1.

Planck noise power spectra for lensing estimators.

Page 21: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Planck 2015 lensing reconstruction (𝐸𝛁𝚽)

Page 22: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Simulated Planck lensing reconstruction

Page 23: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

True simulation input

Page 24: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Lensing Power Spectrum Results

ACTPOL

Credit: Julien Carron

Page 25: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Kids-450 2016 (1606.05338)

Galaxy lensing (cosmic shear)Planck CMB Lensing

Are we heading for a clear breakdown of 𝐿𝐶𝐷𝑀?.. or statistical fluctuation, better understanding of galaxy shear systematics…?

+ weak Planck 𝐴𝑠 prior

Planck TT+lowP+lensing

Cosmological parameters in LCDM

Page 26: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Full likelihood model in hand, accounting for non-independence of the signals

In future joint analysis of CMB and lensing power spectra

should be able to detect down to ∑𝑚𝜈~0.06eV (with external data)

arXiv: 1303.5379

arXiv:1611.01446

Code available on request to JP

Page 27: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Delensing

Expected Planck internal delensing efficiencies

1. Use external tracer of matter, e.g. CIB. (Larsen et al. 2016)

2. Use the lensing reconstruction

a. Use best-estimate lensing field

find 𝛽 such that

b. Approximate 𝛽 ≈ −𝛼 where 𝛼 = 𝛻𝜙

c. Remap points using estimated 𝛼 to get delensed map

Carron, Lewis, Challinor in prep.

Page 28: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

BUT: Internal delensing causes biases

𝜅 > 0 𝜅 < 0𝜅 = 0

After Delensing:

BUT: fluctuation in scale could also just be random cosmic variance

⇒ Delensing removes random fluctuations in peak location

⇒ Delensing artificially sharpens the peaks, even with no actual lensing!

⇒ Must subtract bias expected even if no lensing

Page 29: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

PRELIMINARY

Carron, Lewis, Challinor in prep.

Power difference after delensing 𝐶𝑙delensed − 𝐶𝑙

dat

Page 30: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

PRELIMINARY

∼ 25𝜎 detection of TT delensing, 20𝜎 of polarization delensing; consistent with expectations

Carron, Lewis, Challinor in prep.

Page 31: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

(VERY) PRELIMINARY

Planck delensing of B-mode polarization

Detection of reduction in B-mode lensing power at 3-5𝜎

(but noise high, so does not yet help with tensor 𝑟 constraint)

Carron, Lewis, Challinor in prep.

Page 32: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Using EE clear physics targets may be (just) within reach of S4… also delens EE

arXiv:1609.08143

Future prospects

Delensing can decrease

errors by up to ~ 20%

arXiv:1609.08143

Page 33: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Theory – how to predict the expected lensing signal?

1. Linear Theory (+ approximate non-linear matter power)

lenses large and high redshift ⇒ nearly linear; Born approximation

2. Non-linear effects:

- Important to quantify

- Can give interesting new bispectrum and rotation signals

Post-Born lensing + non-linear structure formationPratten & Lewis: arXiv:1605.05662

Page 34: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Ray-deflection: first lens changes location of second lensing event

+

Linear approximation

Post-Born lensing

=

e.g. more net lensing

Page 35: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

+

Linear approximation

Post-Born lensing

=

Lens-Lens coupling: Beam size (and shape) affected by first lensing event

e.g. less net lensing

Page 36: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

+

+ 𝜅 + 𝛾

Lens-Lens with two non-aligned shears ⇒ rotation

=

𝜔

- Post-Born effects can change power spectra

- Rotation could introduce new source of confusing B-modes

Page 37: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

- Negligible change to convergence spectrum

- Non-zero rotation spectrum

Effect on lensing convergence and rotation power spectra

Pratten & Lewis: arXiv:1605.05662

Safe to neglect for near future (< 10−3)

Page 38: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

B-mode signal from rotation

~2.5% of B mode amplitude from rotation

Pratten & Lewis: arXiv:1605.05662

Page 39: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

How Gaussian is the lensing potential field?

Non-Gaussianity potentially important:

- Useful extra signal? (Namikawa 2016)

- Biases on lensing quadratic estimators (Boehm et al 2016)

- Corrections to the lensed CMB power spectra (Lewis & Pratten 16)

Large distance to CMB ⇒ many independent lenses

Expected to be quite small:

⇒ Gaussianization by central limit theorem

But how non-Gaussian, and what shape?...

Page 40: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Flat sky approximation:

If you know 𝜅 𝑙1 , 𝜅 𝑙2 , sign of 𝑏𝑙1𝑙2𝑙3tells you which sign of 𝜅 𝑙3 is more likely

Bispectrum

⟨𝜅 𝑙1 𝜅 𝑙2 𝜅(𝑙3)⟩ =1

2𝜋𝛿 𝑙1 + 𝑙2 + 𝑙3 𝑏𝑙1𝑙2𝑙3

𝑙2

𝑙3

𝑙1 𝒍𝟏 + 𝒍𝟐 + 𝒍𝟑 = 𝟎

𝜅 𝑙1 𝜅 𝑙2 = 𝛿 𝑙1 + 𝑙2 𝐶𝑙𝜅

- power spectrum encodes all the information

- modes with different wavenumber are independent

Gaussian + statistical isotropy

Flat sky approximation: 𝜅 𝑥 =1

2𝜋∫ 𝑑2𝑙 𝜅(𝑙)𝑒𝑖𝑥⋅ 𝑙

Page 41: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

+

+

+

𝑙1 + 𝑙2 + 𝑙3 = 0, 𝑙1 = 𝑙2 = |𝑙3|Equilateral

=

b>0

b<0

𝑙1

𝑙2

𝑙3

𝜅(𝑙1) 𝜅(𝑙2)

−𝜅(𝑙3)

𝜅(𝑙3)

Lewis: The Real Shape of Non-Gaussianities, arXiv:1107.5431

Page 42: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

In 2D projection (e.g. lensing)

Positive equilateral bispectrumClusters

(+sight-aligned filaments)

Millennium simulation

Page 43: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Near-equilateral to flattened/folded:

b<0b>0

𝑙2

𝑙3𝑙1

𝑙2

𝑙3

𝑙1

b<0b>0

Page 44: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Positive flattened bispectrum

In 2D projection (e.g. lensing)

Filaments

(+sight-aligned sheets)

Millennium simulation

Page 45: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

LSS has positive bispectrum, hence 𝜅 bispectrum from LSS also positive.

What about post-Born?

Big negative lens-lens effect Zero lens-lens effect

Negative flattened bispectrum

Page 46: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Unexpectedly small folded Gaussianity of the CMB lensing convergence!

Post-born LSS

Convergence Bispectrum

+ = Total

Pratten & Lewis: arXiv:1605.05662

Page 47: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

This cancellation is a fluke, LSS dominates at lower redshifts

Pratten & Lewis: arXiv:1605.05662

Page 48: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Naïve S/N for post-Born and total bispectrum

Can measure 𝜔 from

its bispectrum with 𝜅?

Negligible

Small but may be

important for S4

Pratten & Lewis: arXiv:1605.05662

Page 49: CMB Lensing and Delensing - Antony Lewis' Home Pagecosmologist.info/notes/Imperial2016.pdf · CMB Lensing and Delensing Antony Lewis work with the Planck Collaboration, Geraint Pratten,

Conclusions

Lensing the leading secondary effect on the CMB anisotropies

Well measured by Planck

- 2017 release coming up; many others over next 10 years

Test LCDM, constrain parameters, ∑𝑚𝜈, dark energy, etc.

Delensing works! Will be important for future tensor mode searches.

Post-Born impact on power spectra negligible for near future

But LSS and post-Born important for CMB convergence bispectrum

- “lucky” cancellation makes CMB lensing remarkably Gaussian

- but bispectrum still detectable with future data

- could also detect lensing rotation using 𝜅𝜅𝜔 bispectrum