indo – sa joint astronomy workshop, august 2012 / 22 study of foregrounds and limitations to eor...

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Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi Subrahmanyan (Raman Research Institute) Nithyanandan Thyagarajan, RRI, India 1

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Page 1: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India

Study of Foregrounds and Limitations to EoR Detection

Nithyanandan ThyagarajanN. Udaya Shankar

Ravi Subrahmanyan

(Raman Research Institute)

1

Page 2: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India 2

HI Power Spectrum• Statistical detections

seem feasible• Forms a key science of

SKA precursors & pathfinders– MWA– LOFAR– GMRT– LWA– PAPER

Lidz et al. (2008)

HI EoR Power Spectrum detection seem feasible

Page 3: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India 3

Challenges due to Contamination

• Foreground Galactic emission• Foreground extragalactic radio continuum

sources• Residual Errors after Modeling• Thermal Noise

Expected sources of contamination

Page 4: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India 4

Foreground Removal• Knowledge of spectral

information– Galactic modeling– Extragalactic source

spectral index• Knowledge of power

spectrum symmetry– HI power spectrum

isotropic– Foregrounds not isotropic

and contain structure in Fourier space

Separation of contamination using symmetries in Fourier space

Mor

ales

& H

ewitt

(200

4)

Page 5: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India 5

Contamination after Foreground Removal

• Confusion from unresolved unsubtracted/mis-subtracted sources due to poor angular resolution & limited flux sensitivity (Classical Source Confusion)

• Confusion from sidelobes of frequency dependent beams due to mode-mixing

• Thermal Noise

• Contamination from imaging algorithms (Vedantham et al. 2011)

Our focus on Classical Source Confusion, mode-mixing contamination & Thermal Noise

Page 6: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India 6

Framework of our Study

• Radio Source Distribution

• 128-tile MWA Layout

• Relations

Hopkins et al. (2003)

Page 7: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India 7

Classical Confusion in k-space

• Consider zenith pixel

• Smooth variation along frequency of residuals

• Delta function at k|| = 0

• Array configuration determines variation along

• Bandpass spillover into EoR window

k

Page 8: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22

Bandpass Windows

Rect

angu

lar

Blac

kman

-Nut

all

Blackman-Nutall window reduces sidelobes by more than 3 orders of magnitude

8Nithyanandan Thyagarajan, RRI, India

Page 9: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India 9

Classical Confusion in k-space

Delta function at k|| = 0 spills over due to bandpass

Rectangular Window Blackman-Nutall Window

Page 10: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India 10

Sidelobe Confusion

• Classical confusion is the source of sidelobes

• Sidelobes have frequency structure (results in mode-mixing)

Page 11: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India 11

Mode-mixing Principle

Bowman et al. (2009)

Vedantham et al. (2011)

Transverse structure of contamination translates to a line-of-sight structure due to mode-mixing l-f invariance

ηcont = umax l / f

Page 12: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India 12

Sidelobe Confusion in k-spacek||

k

u

v

l

m

FT

IFT

Page 13: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 2213

Sidelobe Confusion in k-space

Horizon (l2+m2=1) First null of

Primary Beam

Edge Brightening

Nithyanandan Thyagarajan, RRI, India

Page 14: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 2214

Sidelobe Confusion in k-space

Nithyanandan Thyagarajan, RRI, India

Rectangular WindowBlackman-Nutall Window

Page 15: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India 15

Observed Sensitivity in k-space

Page 16: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India 16

Thermal Noise

• Vrms(u,v,f)= 2kBTsys /Ae (Δf τ)1/2

• Thermal noise uniform along k||

• Distribution along k-perp determined by Baseline distribution

• Snapshot mode: 8 sec integration time• Drift Scan mode: 2 hours• Target mode: 1000 hours

Page 17: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India 17

Thermal Noise in k-space

Snapshot Drift Target

Page 18: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India 18

Combined Uncertainty

• Add in quadrature

• Thermal noise dominates in snapshot mode

Page 19: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India 19

Modeled EoR Power Spectrum

• P(k) from Lidz et al.(2008) for z=7.32, ionization fraction=0.54

• Peculiar Velocity corrections applied

Page 20: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 2220

Refined EoR window

Nithyanandan Thyagarajan, RRI, India

Rectangular WindowBlackman-Nutall Window

Page 21: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India

Bandpass windows, Refined EoR windows & EoR Sensitivity

21

Page 22: Indo – SA Joint Astronomy Workshop, August 2012 / 22 Study of Foregrounds and Limitations to EoR Detection Nithyanandan Thyagarajan N. Udaya Shankar Ravi

Indo – SA Joint Astronomy Workshop, August 2012 / 22Nithyanandan Thyagarajan, RRI, India 22

Conclusions

• Radio source statistics and 128T MWA layout• Comprehensive estimate in k-space of

1. Sidelobe confusion due to mode-mixing2. Classical Source Confusion3. Thermal Noise

• Array configuration has different effects on each• Thermal Noise overwhelms in snapshot mode

but signal detectable with longer integration times

• Optimal choice of bandpass & EoR windows