Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles...

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Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique

Transcript of Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles...

Page 1: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Suman Majumdar

Centre For Theoretical StudiesIIT Kharagpur

Detectability of Anisotropic HII Bubbles using Matched

Filter Technique

Page 2: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Somnath Bharadwaj

Tirthankar Roy

Choudhury

Kanan Kumar Datta

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Image credit: NASA/STScI

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A Simple Model

Uniform HI

Medium

Perfectly Spherical HII Bubble

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Realistic Model

HII bubble can be anisotropic in shape, due to ----

• HI density fluctuation outside,• Anisotropic emission from QSO/source, ……

Non-uniform HI

Distribution

Page 6: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

OBSERVER

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Shapiro, P. R., & Giroux, M. L. 1987, ApJL, 321L, 107S

Photon Emission

Rate

Recombination Rate

Growth Equation

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OBSERVER

QSO

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OBSERVER

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OBSERVER

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OBSERVER

Page 12: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

OBSERVER

OBSERVER

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OBSERVER

OBSERVER

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OBSERVER

OBSERVER

Yu, Q. 2005, ApJ, 623, 683

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HI 21 cm radiation

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Radio Interferometry “Visibilit

y”

Signal is ~1,00,000 & ~100 times smaller than foregrounds & 100 hrs noise !!!

Page 19: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Matched Filter & Spherical HII Bubble

Ionized Hydrogen

(HII)

Neutral Hydrogen (HI)

Spherical Filter

Datta, K. K., Bharadwaj, S., & Choudhury, T. R., 2007,MNRAS, 382, 109

Page 20: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Matched Filter & Spherical HII Bubble

Ionized Hydrogen

(HII)

Neutral Hydrogen (HI)

Spherical Filter

Datta, K. K., Bharadwaj, S., & Choudhury, T. R., 2007,MNRAS, 382, 109

Page 21: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Matched Filter Technique & Finite Light Travel Time Effect

on HII BubbleTo check the detectability of these apparently anisotropic shaped bubbles using matched filter technique .

Page 22: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Matched Filter Technique & Finite Light Travel Time Effect

on HII BubbleTo check the detectability of these apparently anisotropic shaped bubbles using matched filter technique .o Effect is along the line of sight (LOS) of the

observer

Page 23: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Matched Filter Technique & Finite Light Travel Time Effect

on HII BubbleTo check the detectability of these apparently anisotropic shaped bubbles using matched filter technique .

o Effect is along the line of sight (LOS) of the

observer

o Apparent shapes are symmetric about the

LOS axis

Page 24: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Matched Filter Technique & Finite Light Travel Time Effect

on HII BubbleTo check the detectability of these apparently anisotropic shaped bubbles using matched filter technique .

o Effect is along the line of sight (LOS) of the

observer

o Apparent shapes are symmetric about the

LOS axis

o Cross section of these apparent shapes are

circular

Page 25: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Matched Filter Technique & Finite Light Travel Time Effect

on HII BubbleTo check the detectability of these apparently anisotropic shaped bubbles using matched filter technique .

o Effect is along the line of sight (LOS) of the

observer

o Apparent shapes are symmetric about the

LOS axis

o Cross section of these apparent shapes are

circular

Page 26: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Matched Filter Technique & Finite Light Travel Time Effect

on HII BubbleTo check the detectability of these apparently anisotropic shaped bubbles using matched filter technique .

o Effect is along the line of sight (LOS) of the

observer

o Apparent shapes are symmetric about the

LOS axis

o Cross section of these apparent shapes are

circular

o We will use spherical filters

Page 27: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Growth of Bubbles & Shape Parameters

Yu, Q. 2005, ApJ, 623, 683

Two Models of Photon Emission Rate ----

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Growth of Bubbles & Shape ParametersSolution for Model (i):-

Solution for Model (ii):-

Page 29: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Model (ii)

Model (i)

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Growth of Bubbles & Shape ParametersFor Model (i)

For Model (ii)

Yu, Q. 2005, ApJ, 623, 683

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QSO & Bubble Parameters

We assume QSO is sitting at redshift

Corresponding HI 21cm redshifted frequency

This is the optimum redshift for bubble detection using GMRT Datta, K. K., Bharadwaj, S., & Choudhury, T. R., 2009, MNRAS.tempL, 307D

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Bubble Parameters

For Models (i) & (ii)

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R_maxR_max

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Search with Spherical Filters

Search Parameters:--

o Radius of the filter

Page 40: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Search with Spherical Filters

Search Parameters:--

o Radius of the filter

Page 41: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Search with Spherical Filters

Search Parameters:--

o Radius of the filter

Page 42: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Search with Spherical FiltersSearch Parameters:--

o Radius of the filter

o We assume sky plane position coordinates QSO is known, so we vary redshift or frequency of filter centre.

Page 43: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Search with Spherical FiltersSearch Parameters:--

o Radius of the filter

o We assume sky plane position coordinates of QSO is known, so we vary redshift or frequency of filter centre.

Page 44: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Search with Spherical FiltersSearch Parameters:--

o Radius of the filter

o We assume sky plane position coordinates of QSO is known, so we vary redshift or frequency of filter centre.

Page 45: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Search with Spherical FiltersSearch Parameters:--

o Radius of the filtero We assume sky plane position coordinates of QSO is known, so we vary redshift or frequency of filter centre.SNR maximum => Best Match

& Maximim SNR>3 => 3-sigma detection is

possible

Page 46: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Search with Spherical FiltersSearch Parameters:--

o Radius of the filtero We assume sky plane position coordinates of QSO is known, so we vary redshift or frequency of filter centre.SNR maximum => Best Match

& Maximim SNR>3 => 3-sigma detection is

possible

We consider 1000 hrs of observation with GMRT

Page 47: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

QSO

Filter

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Comparison with Spherical Bubble

SNR

Page 64: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Conclusions 3-sigma detection of growing HII bubbles with apparent anisotropic shape is possible using matched filter technique, with spherical filters.

Magnitude of SNR for best matched filter is below than that of an exact spherical bubble.

Best matched filter radius is comparable with the max. cross sectional radius of the bubble.

There is a difference between the best matched filter centre’s frequency coordinate & QSO’s frequency coordinate, in almost all cases.

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Thank You

Page 67: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Baseline Distribution Function

Page 68: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Baseline Distribution Function

Datta, K. K., Bharadwaj, S., & Choudhury, T. R., 2007,MNRAS, 382, 109

Page 69: Suman Majumdar Centre For Theoretical Studies IIT Kharagpur Detectability of Anisotropic HII Bubbles using Matched Filter Technique.

Comparison with Spherical Bubble

Estimator