Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral...

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Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral Hydrogen

Transcript of Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral...

Page 1: Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral Hydrogen.

Sanjay K. PandeyL.B.S.P.G.College,

Gonda (India).

Statistical Analysis of Redshifted Neutral Hydrogen

Page 2: Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral Hydrogen.

Basic Problem:

“To quantify neutral hydrogen distribution using visibility based techniques.”

Page 3: Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral Hydrogen.

“To quantify statistical properties of visibilities measured at different baselines and frequencies and their relation to statistical properties of HI distribution.”

Page 4: Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral Hydrogen.

Primary beam pattern Intensity distribution

dldmemlImlAvUV vmuli )(2),(),(),(

Visibility:

dT1 T2

Direction to the

source

d

U

Page 5: Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral Hydrogen.

Visibility correlations:

• Two visibility correlation function (S2) probes the

power spectrum of HI density fluctuation,whereas three visibility correlation function (S3) probes the

bispectrum of HI density fluctuation at the redshift where the radiation originated.

• Power spectrum and bispectrum both are real quantities. While power spectrum is necessarily positive, bispectrum need not to do so.

• S3 (or bispectrum) is the lowest order statistics sensitive to non-Gaussian features.

Page 6: Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral Hydrogen.

HI Fluctuations:

S3= 0S3 is non-zero

•we considcer only those combinations of baselines for which they form a closed triangle.

We suppose HI fluctuations homogenous and isotropic. Homoginity

Isotropy implies that only shape and size of the triangles are important not their orientation (in the plane of the sky)

Page 7: Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral Hydrogen.

• We assume HI traces dark matter with a possible bias

Page 8: Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral Hydrogen.

Problem Restated:

• Using analytical form of Bispectrum, we estimate the magnitude and the nature of the HI signal.

• We investigate the feasibility of using such observations to probe the structure formation at high redshifts ( in particular post reionization epoch).

• We have used GMRT parameters but scaling the results for other telescope could be done.

Page 9: Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral Hydrogen.

Results and Discussion:

Page 10: Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral Hydrogen.

Frequency dependence of S3:

• Correlations decay rapidly as frequency separation is increased. • For a given central frequency the signal is large for small

baselines.

Page 11: Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral Hydrogen.

U dependence of Ratio of S3 and S2

• Magnitude S3 and S2 are comparable .

• The signal corresponding to S3 falls faster than that for S2 with increasing U.

• Because bispectrum is quadratic in power spectrum whereby it grows faster with time.

Page 12: Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral Hydrogen.

Dependence of S3 on shape of triangles

and bias parameters:

• There is shape dependence for larger baselines U > 1000. S3 decreases faster for equilateral triangle than for bilateral.

• The ratio has distinct dependence on bias parameter.

• The shape dependence of S3 can be used to determine bias parameters

Page 13: Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral Hydrogen.

Issues still to be resolved:• Errors in the estimates are to be evaluated. • Extraction of HI signal from various contaminants

which are dominants at low frequencies.• Contribution from continuum sources is expected to

be correlated at large frequency differences. HI signal becomes uncorrelated beyond 1.3 MHz.

• System noise.• For GMRT 200 – 1000 hrs of observations are

needed to detect the HI signal.• Man made interference: cell phone etc.• Difficult to remove ?

Page 14: Sanjay K. Pandey L.B.S.P.G.College, Gonda (India). Statistical Analysis of Redshifted Neutral Hydrogen.

Thanks !