Yabebal Fantaye - Estimating Tensor to Scalar Ratio
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Transcript of Yabebal Fantaye - Estimating Tensor to Scalar Ratio
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With : Carlo Baccigalupi (SISSA) Radek Stompor (APC)
Yabebal Fantaye (SISSA)
Estimating the
TENSOR-TO-SCALAR RATIO
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2SAAO, Cape Town08/23/10
Outline
CMB Review CMB polarization Polarization foregrounds Extracting CMB Polarization Parameter estimation Constraining r
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3SAAO, Cape Town08/23/10
CMB Review I
➢ The cosmic microwave background is the The cosmic microwave background is the snapshot of the baby Universe when it was snapshot of the baby Universe when it was ~400,000 years old.~400,000 years old.
Simulated PLANCK 1 Year CMB Intensity Map
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4SAAO, Cape Town08/23/10
CMB Review II
➢ Presence of quadrupolar temperature anisotropy at Presence of quadrupolar temperature anisotropy at decoupling yield a polarized CMB. CMB polarization decoupling yield a polarized CMB. CMB polarization carries complementary Information to that of the carries complementary Information to that of the CMB temperature.CMB temperature.
+Q U
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Future and ongoing CMB Experiments
Satellite
PLANCK WMAP
resolution 5 arcminfrequency coverage: 9 (LFI and HFI)
resolution 14 arcminfrequency coverage: 5 (LFI) channels
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Future and ongoing CMB Polarization Experiments
Charles Lawrence
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7SAAO, Cape Town08/23/10
CMB POLARIZATION
08/23/10 SISSA student seminar
Stokes Q and U parameters
Origin of CMB polarization
E and B modes in real space
Polarization power spectrum
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8SAAO, Cape Town08/23/10
Stokes Q and U parameters
I = |Ex|2 + |E
y|2
Q = |Ex|2 - |E
y|2
U = 2Re(ExE
y*)
V = 2Im(ExE
y*)
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9SAAO, Cape Town08/23/10
Each point on the sphere has a Q or U value determined by the polarization at that point.
Stokes Q and U parameters
http://www.physics.princeton.edu/cosmology/capmap/polscience.html
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10SAAO, Cape Town08/23/10
dσ Td
∝∣ε . ε '∣
The Origin of CMB Polarization
Blue shifted
Red shifted
Vertically polarized
Polarization of the CMB is inevitable if anisotropies exist at decoupling.
Only a quadrupolar anisotropy (as viewed by the electron) gives rise to polarization
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Two sources:
● Density Perturbations at z=1000 lead to velocities that create “E-mode polarization” (no curl)
● Gravity waves: create “B-mode polarization” (curl)
The Origin of CMB Polarization II
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Two sources:
● Density Perturbations at z=1000 lead to velocities that create “E-mode polarization” (no curl)
● Gravity waves: create “B-mode polarization” (curl)
The Origin of CMB Polarization II
GW
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13SAAO, Cape Town08/23/10
E and B mode patterns II
Unchanged under parity flip
Sign reverses under parity flip
Q>0 U=0 Q<0 U=0
Q=0 U>0 Q=0 U<0
To disentangle the polarization created by the different perturbations we construct the E/ B field which has even and odd polarity. B-mode can only be generated by vector or tensor per.
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14SAAO, Cape Town08/23/10
CMB B-mode polarization
Large scale Gaussian B-modes from primordial gravitational waves:
Inflation GW local quadrupole around the last scattering electron Thomson scattering E and B mode polarization
Non-Gaussian B-modes on small and large scales :
✔ expected signal from lensing of CMB✔ foregrounds, systematics, etc.
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15SAAO, Cape Town08/23/10
CMB POWER SPECTRUM
• We expand T, E and B CMB modes in spherical harmonics.
• We can then form four possible CMB
power spectra TT, TE, EE and BB.
Tn
T 0
=∑l=1
∞
∑m=−l
l
a lmT Y lm n
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16SAAO, Cape Town08/23/10
CMB polarisation spectra
• Have 4 possible spectra:: TT, TE, EE, BB.
• TB = EB = 0 by parity.by parity.
08/23/10 SISSA student seminar
GravitationalWaves
Reionisation
GravitationalLensing
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17SAAO, Cape Town08/23/10
Tensor-to-scalar ratior = AT / AS
ATAS
http://space.mit.edu/~angelica/polarization.html
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18SAAO, Cape Town08/23/10
B-mode power spectrum
The B-mode power spectrum from gravitational waves peaks around ℓ=100. On small and large scales the contribution from reionization and lensing dominates .
The amplitude of the B-mode power spectrum from gravitational wave is directly related to the energy scale of inflation and hence very ideal to probe the very early Universe.
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19SAAO, Cape Town08/23/10
POLARIZATION FOREGROUNDS
Foreground levels
CMB vs. Foregrounds
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20SAAO, Cape Town08/23/10
• The two dominant sources of polarization foregrounds are : Synchrotron, produced by cosmic-ray electrons orbiting in the total Galactic magnetic field, and Dust, absorption of starlight by aligned non-spherical dust grains.
• Free-free emission is unpolarized and spinning dust grains are expected to have polarization fractions of 1-2%.
• The signal from polarized radio sources is negligible.
Polarization foregrounds
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21SAAO, Cape Town08/23/10
Polarization foregrounds
Page et al. 2007
r = 0.3, τ = 0.09
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22SAAO, Cape Town08/23/10
SynchDustB-mode
Planck-NoiseEbex-Noise
Foregrounds at ℓ=100
CMB-B, Dust, Synch outside P06 and in EBEX region, and Planck + EBEX sensitivity
Ebex science proposal 2007
08/23/10 SISSA student seminar
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23SAAO, Cape Town08/23/10
EXTRACTING CMB POLARIZATION
Foreground cleaning a.k.a. component separation
Power spectrum estimation
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24SAAO, Cape Town08/23/10
CMB ANALYSIS PIPELINE FLOW
Data Collection Data Selection (cutting bad data) Data Filtering Data Calibration (relative calibration) Noise Estimation Map Estimation
Foreground Correction Power Spectrum Estimation Cosmological Parameter Estimation
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25SAAO, Cape Town08/23/10
Simulation setup
Stivoli et al. 2010 - Suborbital experiments
1) Balloon-borne (EBEX like)fsky – 1%FWHM – 8‘F channels ( GHz ) - 150, 250, 410Noise levels (μK/3.5' pix) - 1.5, 4, 40
2) Ground-based (POLARBeaR like) fsky – 2.5%FWHM – 8‘F channels ( GHz ) – 90, 150, 220Noise levels (μK/3.5' pix) – 3, 3, 9 HighNoise levels (μK/3.5' pix) – 1, 1, 1 low
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26SAAO, Cape Town08/23/10
Component separation I
Parameteric component separation (Stompor et al. 2009 ): solves the data model,
where A is the mixing matrix (contains the frequency scaling of the components) and n is noise
=A( ) + n
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27SAAO, Cape Town08/23/10
Component separation II
For experiments with N channels, at most N parameters can be solved. In our case we have 3 channels and 4 parameters, CMB, dust and synchrotron amplitudes plus dust frequency scaling.
Assumptions : Basic – Self-contained FG separation. Synchrotron is assumed negligible (true for balloon experiment)
No Sync – Synchrotron component is not added in the simulation
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28SAAO, Cape Town08/23/10
Ground and Balloon input spectra for the
150GHz channel
Stivoli et al. 2010
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29SAAO, Cape Town08/23/10
Component separation III
Using ML parametric component separation Stivoli et al. concluded that
1) basic foreground + balloon, detection of r=0.04 is possible at 2-sigma
Stivoli et al. 2010
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30SAAO, Cape Town08/23/10
2) Ground observation requires external information to reach similar precision to that of the balloon experiment.
Component separation III
Stivoli et al. 2010
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31SAAO, Cape Town08/23/10
Component separation III
Given the estimate of the residual foreground, the total covariance matrix for the estimated power is written as
Where b(b') denotes the multipole bin number and Δ the residual foreground map
' ' ' '
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32SAAO, Cape Town08/23/10
PARAMETER ESTIMATION
component separation
Power spectrum estimation
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33SAAO, Cape Town08/23/10
Open problems
No one has yet done proper propagation of errors from foreground separation, power spectrum estimation to error on r.
Stivoli et al. result assumes that all parameters except r are perfectly known, which is not the case in reality.
Biases on the power spectrum by the presence of residual foregrounds needs to be properly accounted.
Covariances from instrument and foregrounds needs to be accurately propagated
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34SAAO, Cape Town08/23/10
This work
Degeneracies of r with other parameters: we use the six WMAP parameters plus r, (Ωb,Ωm,θ,τ,ns,As, r), in our MCMC analysis. We choose CosmoMC to do this.
Residual foregrounds : we introduce a two parameter model to study the bias caused by the presence of the residual foreground
Covariance matrix : For now we assume uncorrelated instrumental noise + Cov from 100% correlated residual components.
We use a 9-dimensional Gaussian likelihood.