Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work...

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Page 1: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

Anisotropic Temperature Correlation Function

(Work in progress)

Thiago Pereira1,2 Raul Abramo2 Armando Bernui 3

1Instituto de Física Teórica - Unesp

2Instituto de Física - USP

3Instituto de Pesquisas Espaciais

Challenges New Physics in Space

April 2009

Campos do Jordão

Page 2: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

What is the challenge we are working with?

Page 3: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

What is the challenge we are working with?

Here it is:

Page 4: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

...Precisely, we'd like to �nd out more about some of its anomalies,like:

• The low multipole alignments

• North/South and the Cold Spot asymmetries

• The low power in the quadrupole C2

• Any statistically signi�cant deviation from isotropy and/orgaussianity

Why is this a challenge?

In its simplest realization, i.e, single �eld in�ation, the temperatureof the universe is a gaussian random event... So any deviation of itcould tell us more about the primordial universe.

Page 5: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

...Precisely, we'd like to �nd out more about some of its anomalies,like:

• The low multipole alignments

• North/South and the Cold Spot asymmetries

• The low power in the quadrupole C2

• Any statistically signi�cant deviation from isotropy and/orgaussianity

Why is this a challenge?

In its simplest realization, i.e, single �eld in�ation, the temperatureof the universe is a gaussian random event... So any deviation of itcould tell us more about the primordial universe.

Page 6: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

...Precisely, we'd like to �nd out more about some of its anomalies,like:

• The low multipole alignments

• North/South and the Cold Spot asymmetries

• The low power in the quadrupole C2

• Any statistically signi�cant deviation from isotropy and/orgaussianity

Why is this a challenge?

In its simplest realization, i.e, single �eld in�ation, the temperatureof the universe is a gaussian random event... So any deviation of itcould tell us more about the primordial universe.

Page 7: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

What does that exactly mean?

Page 8: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

What does that exactly mean?

The temperature and its two-point function are de�ned by

∆T = Σ`,m a`,mY`,m, C (n1,n2) = 〈∆T (n1)∆T (n2)〉

The universe is statistically isotropic if and only if

C (n1,n2) = Σ`(2`+ 1)C`P`(n1 · n2)/4π , C` =1

2`+ 1Σ`|a`,m|2

Page 9: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

What does that exactly mean?

The temperature and its two-point function are de�ned by

∆T = Σ`,m a`,mY`,m, C (n1,n2) = 〈∆T (n1)∆T (n2)〉

The universe is statistically isotropic if and only if

C (n1,n2) = Σ`(2`+ 1)C`P`(n1 · n2)/4π , C` =1

2`+ 1Σ`|a`,m|2

Page 10: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

If it is not isotropic, what can it be?

Virtually anything! So it is important to analyze the problem in asmuch an independent manner as possible. For example:

• Pullen & Kamionkowski (2008) introduced a simpler version ofit

C (n1,n2) : S2 → R

• Hajian & Souradeep (2003) have considered the correlationfunction in its full form

C (n1,n2) : S2 × S2 → R

These approaches are either too complicated or too simple in orderto search for sub-structures in the morphology of CMB...

Page 11: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

If it is not isotropic, what can it be?

Virtually anything! So it is important to analyze the problem in asmuch an independent manner as possible. For example:

• Pullen & Kamionkowski (2008) introduced a simpler version ofit

C (n1,n2) : S2 → R

• Hajian & Souradeep (2003) have considered the correlationfunction in its full form

C (n1,n2) : S2 × S2 → R

These approaches are either too complicated or too simple in orderto search for sub-structures in the morphology of CMB...

Page 12: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

If it is not isotropic, what can it be?

Virtually anything! So it is important to analyze the problem in asmuch an independent manner as possible. For example:

• Pullen & Kamionkowski (2008) introduced a simpler version ofit

C (n1,n2) : S2 → R

• Hajian & Souradeep (2003) have considered the correlationfunction in its full form

C (n1,n2) : S2 × S2 → R

These approaches are either too complicated or too simple in orderto search for sub-structures in the morphology of CMB...

Page 13: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

If it is not isotropic, what can it be?

Virtually anything! So it is important to analyze the problem in asmuch an independent manner as possible. For example:

• Pullen & Kamionkowski (2008) introduced a simpler version ofit

C (n1,n2) : S2 → R

• Hajian & Souradeep (2003) have considered the correlationfunction in its full form

C (n1,n2) : S2 × S2 → R

These approaches are either too complicated or too simple in orderto search for sub-structures in the morphology of CMB...

Page 14: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

If it is not isotropic, what can it be?

Virtually anything! So it is important to analyze the problem in asmuch an independent manner as possible. For example:

• Pullen & Kamionkowski (2008) introduced a simpler version ofit

C (n1,n2) : S2 → R

• Hajian & Souradeep (2003) have considered the correlationfunction in its full form

C (n1,n2) : S2 × S2 → R

These approaches are either too complicated or too simple in orderto search for sub-structures in the morphology of CMB...

Page 15: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

Angular-planar correlation function

Motivated by recent analysis (Copi et.al 2005), which suggest thatthe ecliptic and/or the galactic planes may be important in CMBanalysis, we consider

C (n1,n2) = C (n1 · n2) + C (n1 × n2)

which can be expanded as

C (n1,n2) = Σ`,l ,m C lm` P`(cosϑ)Yl ,m(θ, φ)

In this way we can de�ne a rotationally invariant angular-planarpower spectrum statistics

Bl

` =1

2l + 1Σl |C lm` |2 .

Page 16: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

Angular-planar correlation function

Motivated by recent analysis (Copi et.al 2005), which suggest thatthe ecliptic and/or the galactic planes may be important in CMBanalysis, we consider

C (n1,n2) = C (n1 · n2) + C (n1 × n2)

which can be expanded as

C (n1,n2) = Σ`,l ,m C lm` P`(cosϑ)Yl ,m(θ, φ)

In this way we can de�ne a rotationally invariant angular-planarpower spectrum statistics

Bl

` =1

2l + 1Σl |C lm` |2 .

Page 17: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

Angular-planar correlation function

Motivated by recent analysis (Copi et.al 2005), which suggest thatthe ecliptic and/or the galactic planes may be important in CMBanalysis, we consider

C (n1,n2) = C (n1 · n2) + C (n1 × n2)

which can be expanded as

C (n1,n2) = Σ`,l ,m C lm` P`(cosϑ)Yl ,m(θ, φ)

In this way we can de�ne a rotationally invariant angular-planarpower spectrum statistics

Bl

` =1

2l + 1Σl |C lm` |2 .

Page 18: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

Angular-planar correlation function

Motivated by recent analysis (Copi et.al 2005), which suggest thatthe ecliptic and/or the galactic planes may be important in CMBanalysis, we consider

C (n1,n2) = C (n1 · n2) + C (n1 × n2)

which can be expanded as

C (n1,n2) = Σ`,l ,m C lm` P`(cosϑ)Yl ,m(θ, φ)

In this way we can de�ne a rotationally invariant angular-planarpower spectrum statistics

Bl

` =1

2l + 1Σl |C lm` |2 .

Page 19: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

Some statistics...

The �rst model we would like to test with the angular-planarestimator is the gaussian and isotropic model itself. Using...

C lm` =∑l1m1

∑l2m2

〈al1m1al2m2

〉 × geometrical terms

we can construct histograms for B l

`...

We have constructed these histograms for 40.000 simulations ofrandom, gaussian and isotropic alm's, for l ∈ [2, 12] and ` ∈ [2, 12]

Page 20: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

Some statistics...

The �rst model we would like to test with the angular-planarestimator is the gaussian and isotropic model itself. Using...

C lm` =∑l1m1

∑l2m2

〈al1m1al2m2

〉 × geometrical terms

we can construct histograms for B l

`...

We have constructed these histograms for 40.000 simulations ofrandom, gaussian and isotropic alm's, for l ∈ [2, 12] and ` ∈ [2, 12]

Page 21: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

Here is a sample:

0 2 4 6 80.0

0.1

0.2

0.3

0.4

0.5

B62�103�HmKL4

0 2 4 6 8 100.0

0.1

0.2

0.3

0.4

0.5

B43�103�HmKL4

0.00 0.02 0.04 0.06 0.08 0.10 0.120

5

10

15

20

25

30

35

B86�103�HmKL4

0.000 0.005 0.010 0.0150

50

100

150

200

B127�103�HmKL4

Page 22: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

Now, we would like now to compare it to the Wmap 5yr data...

0 2 4 6 80.0

0.1

0.2

0.3

0.4

0.5

B62�103�HmKL4

0 2 4 6 8 100.0

0.1

0.2

0.3

0.4

0.5

B43�103�HmKL4

0.00 0.02 0.04 0.06 0.08 0.10 0.120

5

10

15

20

25

30

35

B86�103�HmKL4

0.000 0.005 0.010 0.015 0.020 0.025 0.0300

50

100

150

200

B127�103�HmKL4

Page 23: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

Rigorously, we need to consider the CMB measurement errors asrandom variables:

∆Tmap(n) = ∆TCMB(n) + statistical and istrumental errors

In order to estimate the errors, we took the mean and deviation ofthe following various data set

• Third year data: ILC and HILC with di�erent sky-cuts (KQ75and KQ85)

• Five year data: ILC and HILC with di�erent sky-cuts (KQ75and KQ85)

So, we will suppose that statistical and instrumental errors aregaussian random variables, with means and variances de�ned bythese data set.

Page 24: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

0 1 2 3 4 50

1

2

3

4

B62�103�HmKL4

0 1 2 3 4 5 6 70.0

0.2

0.4

0.6

0.8

B43�103�HmKL4

0.00 0.02 0.04 0.06 0.080

20

40

60

80

100

120

140

B86�103�HmKL4

0.000 0.005 0.010 0.015 0.020 0.025 0.0300

50

100

150

200

B127�103�HmKL4

The probabilities of observing such values are

P<(B62 ) = 14.2%, P<(B8

6 ) = 29%, P>(B43 ) = 31%, P>(B12

7 ) = 0.037%

Page 25: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

Partial Conclusions

We have build an estimator able of quantifying angular and planarcorrelations of the CMB, which is:

• unbiased, minimum-variance and rotationally invariant

• model independent

This work is still in progress. In particular, we haven't checked thee�ect of di�erent masks in our �nal probabilities.

...the exact role of gaussianity and statistical isotropy in the CMBanomalies is still unknown, and a well de�ned distinction betweenthese two properties is still a major challenge.

Page 26: Anisotropic empTerature Correlation Function · Anisotropic empTerature Correlation Function (Work in progress) Thiago Pereira 1 ;2 Raul Abramo 2 Armando Bernui 3 1 Instituto de Física

Acknowledgements

I would like to thank

• Professors R. Opher, R. Rosenfeld and all the organizers

• Fundação de Amparo à pesquisa do Estado de São Paulo.

and the audience.

Thank you!