foreground contamination and the eor window nithyanandan thyagarajan n. udaya shankar ravi...
DESCRIPTION
Need for EoR studies High-z quasars useful up to z~7 CMB probes out to z=1100 Intermediate period (Dark ages) Process of reionization not well constrained Structure formation & galaxy evolution Redshifted HI studies suggested Current and planned purpose-built instruments can reach adequate sensitivities Redshifted 21-cm: a direct probe of dark ages and EoRTRANSCRIPT
Foreground Contamination and the EoR Window
Nithyanandan ThyagarajanN. Udaya Shankar
Ravi Subrahmanyan
(Raman Research Institute, Bangalore)
Outline• Need for EoR studies• Tomography of redshifted neutral hydrogen• HI power spectrum measurements• Challenges due to contamination
– Frequency dependent beams (mode-mixing)• Quantifying mode-mixing
– MWA case study• Conclusions
– Significance of mode-mixing– Implications for the detection of EoR power:
Array configuration
EoR window
Detection strategy
Need for EoR studies• High-z quasars useful up to z~7• CMB probes out to z=1100• Intermediate period (Dark ages)• Process of reionization not well
constrained• Structure formation & galaxy evolution• Redshifted HI studies suggested • Current and planned purpose-built
instruments can reach adequate sensitivities
Redshifted 21-cm: a direct probe of dark ages and EoR
HI Tomography• Slices of neutral hydrogen at
different redshifts• Provide a map of evolution
of the spatial distribution of HI in the EoR
• Extreme sensitivities required
• Achievable only with SKA; not with current instruments
Trac & Cen (2007)
Have to wait for SKA for HI tomography?
HI Power Spectrum• Statistical detections seem
feasible• Forms a key science of SKA
precursors & pathfinders– MWA– LOFAR– PAPER– GMRT– LWA– PAST
Lidz et al. (2008)
Power spectrum measurements of HI at EoR seem feasible
Challenges due to Contamination
• Foreground Galactic emission
• Foreground extragalactic radio continuum sources
• Radio recombination lines in the Galaxy
Expected sources of contamination
Foreground Removal• Knowledge of spectral
information– Galactic modeling– Extragalactic source
spectral index
• Knowledge of power spectrum symmetry– HI power spectrum
isotropic– Foregrounds not isotropicMorales & Hewitt (2004)
Separation of contamination using symmetries in Fourier space
Mor
ales
& H
ewitt
(200
4)
Contamination after Foreground Removal
• Confusion from unresolved unsubtracted/mis-subtracted sources due to poor angular resolution & limited flux sensitivity
• Confusion from frequency dependent beams (mode-mixing)
• Contamination from imaging algorithms (Vedantham et al. 2011)
Our focus on mode-mixing contamination
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
Quantifying Mode-mixing
Vedantham et al. (2011) Hopkins et al. (2003)
Present work extends Vedantham et al. from individual sources to source distribution on sky
Instrumental k-space EoR Window
Vedantham et al.(2011)
MWA Case Study
• 496 tiles (courtesy: Adam Beardsley)
• 32 MHz bandwidth• Frequency windows– Rectangular– Blackman-Nutall
• Foreground removal assumed to be done to a flux density limit of 50 mJy @ 150 MHz (5 times confusion noise?)
Mode-mixing in (ideal) infinite bandwidth case
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Obtaining contamination using confusion noise & source distribution due to mode-mixing
Choice of Frequency Window Functions & Spillover
Rectangular Window Blackman-Nutall Window
Blackman-Nutall window has lower sidelobe levels in comparison to a rectangular window at the cost of resolution in k-space
Mode-mixing in a Finite Frequency Window & Spillover into EoR window
Contamination structure spillover in the EoR window
What’s the Signal?
Projecting a spherical signal onto a plane in k-space
Lidz et al. (2008)
Transverse k-space Weighting
• Obtain EoR power spectrum as seen through the telescope
Weighting applied on transverse k-space identical to uv-weighting
EoR Signal vs. Mode-mixing effect
EoR line-of-sight power spectrum as seen through MWA compared to mode-mixing contamination
128T vs. 496T496T 128T
Summary
• Detailed study of mode-mixing• Blackman-Nutall window reduces spillover levels• Strategies– Array configuration
• Increase baseline to reduce confusion– Observation
• After peeling with lower levels of confusion noise, use only shorter baselines to:– estimate power spectrum to reduce sidelobe confusion – to extend EoR window