CMB Lensing Reconstruction on PLANCK simulated data - ICS
CMB Lensing Reconstruction on PLANCK simulated data - ICS
CMB Lensing Reconstruction on PLANCK simulated data - ICS
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<str<strong>on</strong>g>CMB</str<strong>on</strong>g> <str<strong>on</strong>g>Lensing</str<strong>on</strong>g> <str<strong>on</strong>g>Rec<strong>on</strong>structi<strong>on</strong></str<strong>on</strong>g> <strong>on</strong> <strong>PLANCK</strong><br />
<strong>simulated</strong> <strong>data</strong><br />
L. Perotto, J. Bobin, S. Plaszczynski, J.-L. Starck, A. Lavabre<br />
Laurence Perotto - LAL Orsay ADA V, may 7-9
Outlines<br />
<str<strong>on</strong>g>CMB</str<strong>on</strong>g> lensing as a cosmological tools<br />
Full sky analysis <strong>on</strong> <strong>PLANCK</strong> <strong>simulated</strong> maps<br />
i. Simulati<strong>on</strong> of lensed <str<strong>on</strong>g>CMB</str<strong>on</strong>g> maps<br />
ii. Detecti<strong>on</strong> of the lensing effect<br />
iii. <str<strong>on</strong>g>Rec<strong>on</strong>structi<strong>on</strong></str<strong>on</strong>g> of the deflecti<strong>on</strong><br />
Robustness against foreground residuals<br />
Summary/Perspectives<br />
Laurence Perotto C<strong>on</strong>text Full-sky Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 1/19
Gravitati<strong>on</strong>al weak lensing <strong>on</strong> the <str<strong>on</strong>g>CMB</str<strong>on</strong>g><br />
n<br />
z ~ 3<br />
z ~ 1100<br />
n + d<br />
d = ∇φ<br />
φ: line-of-sight integrated gravitati<strong>on</strong>al potential<br />
z = 0<br />
Weakly perturbating the statistical properties of the <str<strong>on</strong>g>CMB</str<strong>on</strong>g> observables:<br />
introducing n<strong>on</strong>-gaussianities<br />
From the <str<strong>on</strong>g>CMB</str<strong>on</strong>g> maps,<br />
the gravitati<strong>on</strong>al potential can be statistically rec<strong>on</strong>structed<br />
Laurence Perotto C<strong>on</strong>text<br />
Full-sky Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 2/19
Observati<strong>on</strong>al status<br />
First evidence in WMAP <strong>data</strong> (at 3.4σ) <strong>on</strong> may 2007!<br />
WMAP III + NRAO VLA Sky Survey (NVSS)<br />
Detecti<strong>on</strong> of Gravitati<strong>on</strong>al <str<strong>on</strong>g>Lensing</str<strong>on</strong>g> in the Cosmic Microwave Background<br />
Kendrick M. Smith, Oliver Zahn, Olivier Doré [arXiv:0705.3980]<br />
C<strong>on</strong>firmated (at 2.5σ) <strong>on</strong> january 2008<br />
WMAP III + NRAO VLA Sky Survey (NVSS) + SDSS (LRG + quasars)<br />
Correlati<strong>on</strong> of <str<strong>on</strong>g>CMB</str<strong>on</strong>g> with large-scale structure : Weak lensing<br />
C.M. Hirata, S. Ho, N. Padmanabhan, U. Seljak, N. Bahcall [arXiv:0801.0644]<br />
<strong>PLANCK</strong> : a first measurement is reachable<br />
Laurence Perotto C<strong>on</strong>text<br />
Full-sky Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 3/19
The <strong>PLANCK</strong> missi<strong>on</strong><br />
The third generati<strong>on</strong> of <str<strong>on</strong>g>CMB</str<strong>on</strong>g> satellite:<br />
2 embedded instruments<br />
11 radiometers, 52 bolometers<br />
full sky coverage<br />
9 frequency channels (30 to 857 GHz)<br />
resoluti<strong>on</strong> ≥ 5 arcmin<br />
sensitivity 10xWMAP<br />
T<br />
Q<br />
Measuring the integrated gravitati<strong>on</strong>al potential:<br />
U<br />
Ф<br />
Laurence Perotto C<strong>on</strong>text<br />
Full-sky Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 4/19
Outlines<br />
<str<strong>on</strong>g>CMB</str<strong>on</strong>g> lensing as a cosmological tools<br />
Full sky analysis <strong>on</strong> <strong>PLANCK</strong> <strong>simulated</strong> maps<br />
i. Simulati<strong>on</strong> of lensed <str<strong>on</strong>g>CMB</str<strong>on</strong>g> maps<br />
ii. Detecti<strong>on</strong> of the lensing effect<br />
iii. <str<strong>on</strong>g>Rec<strong>on</strong>structi<strong>on</strong></str<strong>on</strong>g> of the deflecti<strong>on</strong><br />
Robustness against foregrounds residuals<br />
Summary/Perspectives<br />
Laurence Perotto C<strong>on</strong>text Full-sky Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 /19
How to simulate the <str<strong>on</strong>g>CMB</str<strong>on</strong>g> lensing for <strong>PLANCK</strong>?<br />
principle<br />
1<br />
CAMB<br />
Projected potential: φ<br />
C l<br />
φφ<br />
C l<br />
Tφ<br />
C l<br />
TT<br />
3<br />
∇<br />
Gradient <strong>on</strong> the sphere<br />
e± · ∇ n Y lm ∞ ±1Y lm<br />
deflecti<strong>on</strong>:<br />
d = ∇ n φ<br />
2<br />
Gaussian<br />
random<br />
T lens (n) = T unlens (n’)<br />
where n’ = n+d<br />
n<br />
n’<br />
d<br />
Remapping<br />
4<br />
Unlensed <str<strong>on</strong>g>CMB</str<strong>on</strong>g>: T unlens<br />
Lensed <str<strong>on</strong>g>CMB</str<strong>on</strong>g>: T lens<br />
Laurence Perotto C<strong>on</strong>text Full-sky<br />
Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 5/19
How to simulate the <str<strong>on</strong>g>CMB</str<strong>on</strong>g> lensing for <strong>PLANCK</strong>?<br />
LensPix<br />
T lens - T unlens<br />
Collaborati<strong>on</strong> lensing@LAL + Ant<strong>on</strong>y Lewis (Cambridge) :<br />
• new update of AL‘s LENSPIX code<br />
• integrated within the <strong>PLANCK</strong> pipeline (DPC)<br />
• 10 min for a set of nside=2048 I, Q, U maps @CCin2p3<br />
Laurence Perotto C<strong>on</strong>text Full-sky<br />
Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 6/19
Detecti<strong>on</strong> of the <str<strong>on</strong>g>CMB</str<strong>on</strong>g> lensing <strong>on</strong> the maps<br />
Multiscale orthog<strong>on</strong>al wavelet analysis:<br />
• 50 realisati<strong>on</strong>s<br />
• full-sky<br />
• 1.7 arcmin of resoluti<strong>on</strong><br />
• coadded noise and beam<br />
of <strong>PLANCK</strong> HFI<br />
kurtosis in units of variance<br />
Smaller scales details:<br />
D i=1<br />
D i=1<br />
V i=1<br />
V 2 D 2<br />
3 H 2<br />
D i=1<br />
H i=1<br />
V i=1<br />
D i=1<br />
• Vertical<br />
• Horiz<strong>on</strong>tal<br />
• Diag<strong>on</strong>al<br />
H i=1<br />
7<br />
~ 40σ detecti<strong>on</strong> of a departure from Gaussianity in the <strong>PLANCK</strong><br />
<strong>simulated</strong> lensed <str<strong>on</strong>g>CMB</str<strong>on</strong>g> maps<br />
Laurence Perotto C<strong>on</strong>text Full-sky<br />
Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 /19
Detecti<strong>on</strong> of the <str<strong>on</strong>g>CMB</str<strong>on</strong>g> lensing <strong>on</strong> the maps<br />
The results of the multiscale analysis depends <strong>on</strong> the wavelet dicti<strong>on</strong>nary<br />
Curvelets<br />
(directi<strong>on</strong>al wavelet basis)<br />
T lensed - T unlensed<br />
i=0 i=1 i=2 …<br />
Hot spots have probably the main c<strong>on</strong>tributi<strong>on</strong><br />
Beam effect preserves the ~3σ indicati<strong>on</strong> at the 2 d scale<br />
Laurence Perotto C<strong>on</strong>text Full-sky<br />
Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 8/19
Full sky rec<strong>on</strong>structi<strong>on</strong><br />
Real-space formulati<strong>on</strong> of the deflecti<strong>on</strong> estimator:<br />
T. Okamoto & W. Hu [ astro-ph/0301031 ]<br />
• Filtered fields:<br />
• Gradient <strong>on</strong> the sphere:<br />
Deflecti<strong>on</strong> power spectrum estimator:<br />
Calculated with the HEALpix C++ lib (M. Reinecke)<br />
Laurence Perotto C<strong>on</strong>text Full-sky Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 9/19
Deflecti<strong>on</strong> power spectrum rec<strong>on</strong>structi<strong>on</strong><br />
Laurence Perotto C<strong>on</strong>text Full-sky Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 10/19
Residuals n<strong>on</strong>-gaussian noise evaluati<strong>on</strong><br />
~ 3.5 x10 -9<br />
( Kesden, Cooray<br />
& Kami<strong>on</strong>kowsky)<br />
Laurence Perotto C<strong>on</strong>text Full-sky Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 11/19
Applicati<strong>on</strong> to realistic simulati<strong>on</strong>s of <strong>PLANCK</strong><br />
Testing the estimator robustness against effects which could mimick<br />
the <str<strong>on</strong>g>CMB</str<strong>on</strong>g> lensing effect<br />
<str<strong>on</strong>g>CMB</str<strong>on</strong>g><br />
Systematic effects :<br />
• n<strong>on</strong>-axisymetric beams<br />
• low frequency noise residuals<br />
• …<br />
Extragalactic<br />
sources<br />
(SZ, galaxies)<br />
Diffuse galactic emissi<strong>on</strong><br />
(dust, synchrotr<strong>on</strong>, Bremsstralhung)<br />
Astrophysical foregrounds :<br />
• map masking<br />
• n<strong>on</strong>-gaussian residuals after comp<strong>on</strong>ent separati<strong>on</strong><br />
• …<br />
Laurence Perotto C<strong>on</strong>text Full-sky Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 12/19
« multi-patches» rec<strong>on</strong>structi<strong>on</strong><br />
Numerical limitati<strong>on</strong>/issue of the full-sky methods <strong>on</strong> <strong>PLANCK</strong> maps<br />
Taking into account the masking issue<br />
‘à la’ WMAP is prohibitive at the <strong>PLANCK</strong><br />
resoluti<strong>on</strong> (N pix<br />
<strong>PLANCK</strong><br />
= 16N pix<br />
WMAP<br />
)<br />
An alternative/competitive approach<br />
Characteristical scales of the deflexi<strong>on</strong> field:<br />
• rms ~ 2.5 arcmin<br />
• spatial coherence over several degrees<br />
The flat sky limit analysis is appliable and competitive<br />
10x10 degrees flat patch<br />
~ 250 available patches<br />
Laurence Perotto C<strong>on</strong>text Full-sky Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 13/19
«multi-patches» analysis tools<br />
1<br />
2<br />
3<br />
4<br />
Creati<strong>on</strong> of a <str<strong>on</strong>g>CMB</str<strong>on</strong>g> lensing simulati<strong>on</strong> module<br />
Development of a quadratic lensing estimator<br />
( W. Hu & T. Okamoto)<br />
Creati<strong>on</strong> of an estimator noise calculati<strong>on</strong> tool<br />
Residuals n<strong>on</strong>-Gaussian bias calculati<strong>on</strong><br />
<strong>PLANCK</strong><br />
Data<br />
Processing<br />
Center<br />
Assessing the impact of the foregrounds residuals by full MC simulati<strong>on</strong><br />
Laurence Perotto C<strong>on</strong>text Full-sky Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 14/19
Outlines<br />
<str<strong>on</strong>g>CMB</str<strong>on</strong>g> lensing as a cosmological tools<br />
Full sky analysis <strong>on</strong> <strong>PLANCK</strong> <strong>simulated</strong> maps<br />
i. Simulati<strong>on</strong> of lensed <str<strong>on</strong>g>CMB</str<strong>on</strong>g> maps<br />
ii. Detecti<strong>on</strong> of the lensing effect<br />
iii. <str<strong>on</strong>g>Rec<strong>on</strong>structi<strong>on</strong></str<strong>on</strong>g> of the deflecti<strong>on</strong><br />
Robustness against foregrounds residuals<br />
Summary/Perspectives<br />
Laurence Perotto C<strong>on</strong>text Full-sky Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 /19
<str<strong>on</strong>g>CMB</str<strong>on</strong>g> noisedust<br />
SZ<br />
Impact of the foreground residuals:<br />
‘a demo model’<br />
100 GHz<br />
<str<strong>on</strong>g>CMB</str<strong>on</strong>g> (lensed)<br />
+ noise<br />
+ foregrounds residuals<br />
2007-2008 : collaborati<strong>on</strong> CEA/LAL<br />
LP, S. Plaszczynski, J.-L. Starck, J. Bobin<br />
deflecti<strong>on</strong> field<br />
143 GHz<br />
…<br />
GMCA *<br />
DPC-lensing<br />
857 GHz<br />
* Generalized Morphological<br />
Comp<strong>on</strong>ent Analysis<br />
[arXiv:0712.0588]<br />
Créati<strong>on</strong> d’un package intégré au DPC :<br />
simulati<strong>on</strong> et rec<strong>on</strong>structi<strong>on</strong><br />
<strong>PLANCK</strong> sky model<br />
Comp<strong>on</strong>ent separati<strong>on</strong><br />
<str<strong>on</strong>g>Rec<strong>on</strong>structi<strong>on</strong></str<strong>on</strong>g> of the deflecti<strong>on</strong><br />
Laurence Perotto C<strong>on</strong>text Full-sky Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 15/19
<str<strong>on</strong>g>Rec<strong>on</strong>structi<strong>on</strong></str<strong>on</strong>g> of the deflecti<strong>on</strong> field : without any residuals<br />
Input deflecti<strong>on</strong><br />
Rec<strong>on</strong>structed deflecti<strong>on</strong><br />
TT<br />
<str<strong>on</strong>g>CMB</str<strong>on</strong>g><br />
NB: d(n) ≡ FT -1 [ L φ (L) ]<br />
difference<br />
Input <str<strong>on</strong>g>CMB</str<strong>on</strong>g> maps:<br />
• 10x10 sq.degrees <strong>on</strong> the sky<br />
• 2 arcmin of resoluti<strong>on</strong><br />
• 100 <str<strong>on</strong>g>CMB</str<strong>on</strong>g> realisati<strong>on</strong>s<br />
c<strong>on</strong>taining:<br />
• Lensed <str<strong>on</strong>g>CMB</str<strong>on</strong>g> temperature<br />
• gaussian white noise at the HFI level<br />
Laurence Perotto C<strong>on</strong>text Full-sky Patches<br />
C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 16/19
<str<strong>on</strong>g>Rec<strong>on</strong>structi<strong>on</strong></str<strong>on</strong>g> of the deflecti<strong>on</strong> <strong>on</strong> GMCA maps<br />
Input deflecti<strong>on</strong><br />
Rec<strong>on</strong>structed deflecti<strong>on</strong><br />
TT<br />
<str<strong>on</strong>g>CMB</str<strong>on</strong>g><br />
SZ brightness<br />
difference<br />
Laurence Perotto C<strong>on</strong>text Full-sky Patches<br />
C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 17/19
<str<strong>on</strong>g>Rec<strong>on</strong>structi<strong>on</strong></str<strong>on</strong>g> of the<br />
deflecti<strong>on</strong> power<br />
spectrum<br />
┼ residuals<br />
┼ ideal<br />
theoritical<br />
underliing<br />
realisati<strong>on</strong><br />
n<strong>on</strong>-Gaussian<br />
residual bias<br />
( Kesden et al.)<br />
Article en prep.<br />
L.Perotto, J. Bobin,<br />
S. Plaszczynski,<br />
J.-L. Starck<br />
Laurence Perotto C<strong>on</strong>text Full-sky Patches<br />
C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 18/19
C<strong>on</strong>clusi<strong>on</strong><br />
Planck makes a first exploitati<strong>on</strong> of the <str<strong>on</strong>g>CMB</str<strong>on</strong>g> lensing feasible.<br />
<str<strong>on</strong>g>CMB</str<strong>on</strong>g> lensing rec<strong>on</strong>structi<strong>on</strong> is a scientific priority of <strong>PLANCK</strong><br />
a growing commitment/interest of the <strong>PLANCK</strong>-France community<br />
Our team has developped efficient tools<br />
• for simulating, detecting and rec<strong>on</strong>structing the <str<strong>on</strong>g>CMB</str<strong>on</strong>g> lensing<br />
• within both flat-sky and full-sky analysis<br />
The firsts tests are encouraging:<br />
Deflecti<strong>on</strong> rec<strong>on</strong>structi<strong>on</strong> is not jeopardized by the comp<strong>on</strong>ent separati<strong>on</strong><br />
processes (LAL+SAP/CEA)<br />
Our 2 short-view priorities:<br />
• full-sky: encounting the masking (is an inpainting approach do the job?)<br />
• flat-sky: the sphere-to-plan projecti<strong>on</strong> effects (see ALavabre’s poster)<br />
The biggest required effort: c<strong>on</strong>fr<strong>on</strong>t to realistic Planck synthetic <strong>data</strong><br />
Laurence Perotto C<strong>on</strong>text Full-sky Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 19/19
Let’s imagine it’s achieved…<br />
Providing a deflecti<strong>on</strong> map would be a major scientific result of <strong>PLANCK</strong><br />
Opening a lot of possible scientific development:<br />
ISW rec<strong>on</strong>structi<strong>on</strong>: φ (<str<strong>on</strong>g>CMB</str<strong>on</strong>g>L) + Τ<br />
Correlati<strong>on</strong> with other LSS probes<br />
φ (<str<strong>on</strong>g>CMB</str<strong>on</strong>g>L) + LSS or LSS = { φ (WL) (CFHT-LS), g (SDSSIII), …}<br />
The larger redshift bin in an tomographic study of the LSS evoluti<strong>on</strong>:<br />
φ (z = 1100) + φ (z = i) où i in ]0,5]<br />
An important issu for the primordial B-mode measure:<br />
<str<strong>on</strong>g>CMB</str<strong>on</strong>g> lensing produces a sec<strong>on</strong>dary B-mode c<strong>on</strong>tributi<strong>on</strong> : E B<br />
We need to know deflecti<strong>on</strong> field well enought to allow a ‘delensing’<br />
process of the <str<strong>on</strong>g>CMB</str<strong>on</strong>g> maps<br />
Laurence Perotto C<strong>on</strong>text Full-sky Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 20/19
Deflecti<strong>on</strong> power spectrum rec<strong>on</strong>structi<strong>on</strong><br />
Laurence Perotto C<strong>on</strong>text Full-sky Patches C<strong>on</strong>clusi<strong>on</strong> ADA V 7-9 may 08 10/19