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Non-Gaussian radio galaxy sims with Websky!

Zack Li, Princeton

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Bright radio galaxies are everywhere in our maps.

ACT f90

ACT f150

Naess et al. 2020.

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Naess et al. 2020.

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We have made ready-to-use mock radio galaxies, correlated with the large-scale structure.

Websky: simulated catalogs and maps of radio galaxies�Zack Li, Giuseppe Puglisi, Mat Madhavacheril, Marcelo Alvarez (in prep)

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Li et al (in prep)

Cutting-edge sims: agreement with all current astrophysical data, halo-model correlations with LSS.

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Angular separation from halo (arcminutes)

It’s known that radio galaxies are heavily biased, and this causes problems like cluster fill-in.

Flux profile

Li et al (in prep)

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Multipole moment

Correlation Coeff

at 143 GHz

tSZ, radio, CIB all trace the large scale structure, so they’re all correlated.

Li et al (in prep)

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Radio sources hide small scale physics.

Figure: Lensing convergence contours, overlaid over simulated radio galaxies

Li et al. (in prep)

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Radio sources hide small scale physics.

tSZ, kSZ

neutrinos,

dark matter

150 GHz plot from Sehgal et al. 2009

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Planck didn’t have to

worry about this.

But we want SZ, ν, DM….

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Jets! Lobes! Cores!

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on average, ~1% polarized

Total Intensity

Polarized Intensity

Harnett et al. 2004 (30 GHz)

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Learn from our data!

Future high resolution CMB will be deep radio source surveys with intensity and polarization

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Learn from other data!

Multiwavelength coverage with

VLA, LOFAR, … someday SKA

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Forward simulations with Websky: full sky peak patch sims!

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122883 particles

15.4 Gpc

Full sky extragalactic foregrounds

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(Halos) + (Radio Galaxy Model)

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Useful for

  • Compton-y sims
  • Cluster finding
  • Lensing reconstruction biases

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Planck 2015

We mask the point sources!

Are we masking clusters and other secondaries?

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Current model: Sehgal et al. 2009

redshift

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Radio galaxy morphology

FR I

FR II

Perley, Willis and Scott (1979)

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The Radio Luminosity Function at 151 MHz, at z < 0.3

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XGPaint.jl

generate non-Gaussian realizations of extragalactic foregrounds (CIB/radio)

Really fast, not yet documented very well.

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We reproduce the source counts from Sehgal, with our halos from Websky.

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The Sehgal 2009 models don’t fully agree with new data, for example the spectral index.

Li et al. (in prep)

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The Sehgal 2009 models don’t fully agree with new data, for example the spectral index.

Li et al. (in prep)

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Li et al (in prep)

Cutting-edge sims: agreement with all current astrophysical data, halo-model correlations with LSS.

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Use these mock radio galaxy catalogs to answer your foreground fears!

Get in touch to get the catalogs! zq@princeton.edu

Example use:

Fabbian, Carron, Lewis, Lembo (2020). Lensed CMB power spectrum biases from masking extragalactic sources.