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Estimating the
TENSOR-TO-SCALAR RATIO

   Yabebal Fantaye (SISSA)

  With : Carlo Baccigalupi (SISSA)
         Radek Stompor (APC)
Outline

      CMB Review

      CMB polarization

      Polarization foregrounds

      Extracting CMB Polarization

      Parameter estimation

      Constraining r
08/23/10          SAAO, Cape Town   2
CMB Review I
     ➢
         The cosmic microwave background is the
         snapshot of the baby Universe when it was
         ~400,000 years old.




Simulated PLANCK 1 Year CMB
Intensity Map
  08/23/10                    SAAO, Cape Town        3
CMB Review II
➢   Presence of quadrupolar temperature anisotropy at
    decoupling yield a polarized CMB. CMB polarization
    carries complementary Information to that of the
    CMB temperature.




                                         Q   +   U



08/23/10               SAAO, Cape Town               4
Future and ongoing CMB Experiments


Satellite




   PLANCK                               WMAP
  resolution 5 arcmin                   resolution 14 arcmin
  frequency coverage: 9 (LFI and HFI)   frequency coverage: 5 (LFI) channels
Future and ongoing CMB Polarization
                    Experiments




Charles Lawrence
CMB
           POLARIZATION
                     Stokes Q and U parameters

                     Origin of CMB polarization

                     E and B modes in real space

                     Polarization power spectrum

08/23/10
08/23/10         SAAO, Cape Town
               SISSA student seminar                7
Stokes Q and U parameters

                I = |Ex| + |Ey|
                         2             2



                Q = |Ex| - |Ey|
                          2            2



                U = 2Re(ExEy )         *



                V = 2Im(ExEy )         *

08/23/10             SAAO, Cape Town       8
Stokes Q and U parameters




              http://www.physics.princeton.edu/cosmology/capmap/polscience.html

            Each point on the sphere has a Q or U value
            determined by the polarization at that point.
08/23/10                           SAAO, Cape Town                                9
The Origin of CMB Polarization

                       Red
                      shifted
                                             Polarization of the CMB is
                                            inevitable if anisotropies
                                            exist at decoupling.

Blue                                         Only a quadrupolar
shifted                                     anisotropy (as viewed by the
                                            electron) gives rise to
                                            polarization
                           Vertically
      dσ T                 polarized
             ∝∣ε . ε '∣
      d
08/23/10                            SAAO, Cape Town                  10
The Origin of CMB Polarization II

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

Two sources:

●
    Density Perturbations
    at z=1000 lead to
    velocities that create   GW
    “E-mode polarization”
    (no curl)


●
    Gravity waves: create
    “B-mode polarization”
    (curl)
E and B mode patterns II
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.

              Unchanged              Q>0 U=0                      Q<0 U=0
            under parity flip




             Sign reverses           Q=0 U>0                      Q=0 U<0
            under parity flip




 08/23/10                              SAAO, Cape Town                                   13
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.


08/23/10                      SAAO, Cape Town          14
CMB POWER SPECTRUM
• We expand T, E and B CMB modes in
  spherical harmonics.
               T       ∞    l                       
                    n
                        =∑   ∑a       T
                                       lm   Y  lm  n 
               T0       l=1 m=−l


• We can then form four possible CMB
  power spectra TT, TE, EE and BB.

08/23/10                SAAO, Cape Town                       15
CMB polarisation spectra
       • Have 4 possible spectra: TT, TE, EE, BB.
       • TB = EB = 0 by parity.




                                                          Gravitational
                                                            Lensing
Reionisation
                                                          Gravitational
                                                             Waves

  08/23/10
  08/23/10                          SAAO, Cape Town
                                  SISSA student seminar             16
Tensor-to-scalar ratio
                       r = AT / A S




                AS                                    AT
  08/23/10                          SAAO, Cape Town        17
http://space.mit.edu/~angelica/polarization.html
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.

08/23/10             SAAO, Cape Town            18
POLARIZATION
       FOREGROUNDS
                     Foreground levels

                     CMB vs. Foregrounds



08/23/10   SAAO, Cape Town                  19
Polarization foregrounds

• 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.
08/23/10            SAAO, Cape Town            20
Polarization foregrounds

                                                 Page et al. 2007




           r = 0.3, τ = 0.09
08/23/10                       SAAO, Cape Town                      21
Foregrounds at ℓ=100
                                                        Ebex science proposal 2007




   Synch
   Dust
   B-mode

Planck-Noise
Ebex-Noise




     CMB-B, Dust, Synch outside P06 and in EBEX region, and Planck + EBEX
     sensitivity
08/23/10                           SAAO, Cape Town
08/23/10                        SISSA student seminar                            22
EXTRACTING CMB
            POLARIZATION

                    Foreground cleaning a.k.a.
                     component separation

                    Power spectrum estimation


08/23/10           SAAO, Cape Town                23
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

08/23/10                SAAO, Cape Town         24
Simulation setup
          Stivoli et al. 2010 -
           Suborbital experiments
  1) Balloon-borne (EBEX like)
       fsky – 1%
       FWHM – 8‘
       F channels ( GHz ) - 150, 250, 410
       Noise levels (μK/3.5' pix) - 1.5, 4, 40
  2) Ground-based (POLARBeaR like)
        fsky – 2.5%
       FWHM – 8‘
       F channels ( GHz ) – 90, 150, 220
       Noise levels (μK/3.5' pix) – 3, 3, 9
       High
       Noise levels (μK/3.5' pix) – 1, 1, 1
       low


08/23/10                          SAAO, Cape Town   25
Component separation I
           Parameteric component separation
            (Stompor et al. 2009 ): solves the data
            model,


                               =A(                               )+n

            where A is the mixing matrix (contains the frequency scaling of
            the components) and n is noise



08/23/10                          SAAO, Cape Town                             26
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
08/23/10                    SAAO, Cape Town              27
Stivoli et al. 2010




                                                      Ground and
                                              Balloon input spectra for the
                                                    150GHz channel

08/23/10                    SAAO, Cape Town                             28
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
08/23/10                     SAAO, Cape Town             29
Component separation III
           2) Ground observation requires external
              information to reach similar precision to that
              of the balloon experiment.




08/23/10        Stivoli et al. 2010   SAAO, Cape Town          30
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


08/23/10                      SAAO, Cape Town              31
PARAMETER
           ESTIMATION
                       component separation

                       Power spectrum estimation



08/23/10      SAAO, Cape Town                       32
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


08/23/10                         SAAO, Cape Town                        33
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.

08/23/10                        SAAO, Cape Town                      34

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Estimating the Tensor-to-Scalar Ratio from CMB Polarization

  • 1. Estimating the TENSOR-TO-SCALAR RATIO Yabebal Fantaye (SISSA) With : Carlo Baccigalupi (SISSA) Radek Stompor (APC)
  • 2. Outline  CMB Review  CMB polarization  Polarization foregrounds  Extracting CMB Polarization  Parameter estimation  Constraining r 08/23/10 SAAO, Cape Town 2
  • 3. CMB Review I ➢ The cosmic microwave background is the snapshot of the baby Universe when it was ~400,000 years old. Simulated PLANCK 1 Year CMB Intensity Map 08/23/10 SAAO, Cape Town 3
  • 4. CMB Review II ➢ Presence of quadrupolar temperature anisotropy at decoupling yield a polarized CMB. CMB polarization carries complementary Information to that of the CMB temperature. Q + U 08/23/10 SAAO, Cape Town 4
  • 5. Future and ongoing CMB Experiments Satellite PLANCK WMAP resolution 5 arcmin resolution 14 arcmin frequency coverage: 9 (LFI and HFI) frequency coverage: 5 (LFI) channels
  • 6. Future and ongoing CMB Polarization Experiments Charles Lawrence
  • 7. CMB POLARIZATION  Stokes Q and U parameters  Origin of CMB polarization  E and B modes in real space  Polarization power spectrum 08/23/10 08/23/10 SAAO, Cape Town SISSA student seminar 7
  • 8. Stokes Q and U parameters I = |Ex| + |Ey| 2 2 Q = |Ex| - |Ey| 2 2 U = 2Re(ExEy ) * V = 2Im(ExEy ) * 08/23/10 SAAO, Cape Town 8
  • 9. Stokes Q and U parameters http://www.physics.princeton.edu/cosmology/capmap/polscience.html Each point on the sphere has a Q or U value determined by the polarization at that point. 08/23/10 SAAO, Cape Town 9
  • 10. The Origin of CMB Polarization Red shifted  Polarization of the CMB is inevitable if anisotropies exist at decoupling. Blue  Only a quadrupolar shifted anisotropy (as viewed by the electron) gives rise to polarization Vertically dσ T polarized ∝∣ε . ε '∣ d 08/23/10 SAAO, Cape Town 10
  • 11. The Origin of CMB Polarization II Two sources: ● Density Perturbations at z=1000 lead to velocities that create “E-mode polarization” (no curl) ● Gravity waves: create “B-mode polarization” (curl)
  • 12. The Origin of CMB Polarization II Two sources: ● Density Perturbations at z=1000 lead to velocities that create GW “E-mode polarization” (no curl) ● Gravity waves: create “B-mode polarization” (curl)
  • 13. E and B mode patterns II 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. Unchanged Q>0 U=0 Q<0 U=0 under parity flip Sign reverses Q=0 U>0 Q=0 U<0 under parity flip 08/23/10 SAAO, Cape Town 13
  • 14. 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. 08/23/10 SAAO, Cape Town 14
  • 15. CMB POWER SPECTRUM • We expand T, E and B CMB modes in spherical harmonics. T ∞ l  n =∑ ∑a T  lm Y  lm  n  T0 l=1 m=−l • We can then form four possible CMB power spectra TT, TE, EE and BB. 08/23/10 SAAO, Cape Town 15
  • 16. CMB polarisation spectra • Have 4 possible spectra: TT, TE, EE, BB. • TB = EB = 0 by parity. Gravitational Lensing Reionisation Gravitational Waves 08/23/10 08/23/10 SAAO, Cape Town SISSA student seminar 16
  • 17. Tensor-to-scalar ratio r = AT / A S AS AT 08/23/10 SAAO, Cape Town 17 http://space.mit.edu/~angelica/polarization.html
  • 18. 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. 08/23/10 SAAO, Cape Town 18
  • 19. POLARIZATION FOREGROUNDS  Foreground levels  CMB vs. Foregrounds 08/23/10 SAAO, Cape Town 19
  • 20. Polarization foregrounds • 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. 08/23/10 SAAO, Cape Town 20
  • 21. Polarization foregrounds Page et al. 2007 r = 0.3, τ = 0.09 08/23/10 SAAO, Cape Town 21
  • 22. Foregrounds at ℓ=100 Ebex science proposal 2007 Synch Dust B-mode Planck-Noise Ebex-Noise CMB-B, Dust, Synch outside P06 and in EBEX region, and Planck + EBEX sensitivity 08/23/10 SAAO, Cape Town 08/23/10 SISSA student seminar 22
  • 23. EXTRACTING CMB POLARIZATION  Foreground cleaning a.k.a. component separation  Power spectrum estimation 08/23/10 SAAO, Cape Town 23
  • 24. 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 08/23/10 SAAO, Cape Town 24
  • 25. Simulation setup  Stivoli et al. 2010 - Suborbital experiments 1) Balloon-borne (EBEX like) fsky – 1% FWHM – 8‘ F channels ( GHz ) - 150, 250, 410 Noise levels (μK/3.5' pix) - 1.5, 4, 40 2) Ground-based (POLARBeaR like) fsky – 2.5% FWHM – 8‘ F channels ( GHz ) – 90, 150, 220 Noise levels (μK/3.5' pix) – 3, 3, 9 High Noise levels (μK/3.5' pix) – 1, 1, 1 low 08/23/10 SAAO, Cape Town 25
  • 26. Component separation I  Parameteric component separation (Stompor et al. 2009 ): solves the data model, =A( )+n where A is the mixing matrix (contains the frequency scaling of the components) and n is noise 08/23/10 SAAO, Cape Town 26
  • 27. 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 08/23/10 SAAO, Cape Town 27
  • 28. Stivoli et al. 2010 Ground and Balloon input spectra for the 150GHz channel 08/23/10 SAAO, Cape Town 28
  • 29. 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 08/23/10 SAAO, Cape Town 29
  • 30. Component separation III 2) Ground observation requires external information to reach similar precision to that of the balloon experiment. 08/23/10 Stivoli et al. 2010 SAAO, Cape Town 30
  • 31. 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 08/23/10 SAAO, Cape Town 31
  • 32. PARAMETER ESTIMATION  component separation  Power spectrum estimation 08/23/10 SAAO, Cape Town 32
  • 33. 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 08/23/10 SAAO, Cape Town 33
  • 34. 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. 08/23/10 SAAO, Cape Town 34