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Angular two point correlation function of NVSS catalog Is the large angle correlation cosmic ? Songchen

Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

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Page 1: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Angular two point correlation function of NVSS catalog

Is the large angle correlation cosmic ?

Songchen

Page 2: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Motivation

Two-point angular correlation function from the Planck smica map (Copi, Craig J. et al. 2013)

Page 3: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

NVSS catalog

National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey

VLA manly has 4 configurations (A,B,C,D) NVSS catalog use D́ ́and D́nC ́Frequency : 1.4 GHz Sky coverage : dec > -40° Number of sources : nearly 2×106

Page 4: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Contaminations

Page 5: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Contaminations

Page 6: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Contaminations

Page 7: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

The ways to correct

Contamination Methods

Bright sources Mask out with 0.6 degree radius/ pixels

Foreground Cut galactic plane with |b| < X°

Strip effect a. Use only high flux threshold (S > 10mJy)

b. Normalize the number density to the strip mean

Page 8: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

The ways to correct

Contamination Methods

Bright sources Mask out with 0.6 degree radius/ pixels

Foreground Cut galactic plane with |b| < X°

Strip effect a. Use only high flux threshold (S > 10mJy)

b. Normalize the number density to the strip mean

Caution !?

Page 9: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

What other people found

C.Blake, P.G. Ferreira and J.Borrill 2004

Page 10: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

What other people found

J.Xia, M. Viel, C.Baccigalupi,G. Zotti and S.Matarrese 2010

Page 11: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

What other people found

Page 12: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Dipole measurements

M. Rubart and D.J. Schwarz 2013

C. Blake and J. Wall 2002 High flux threshold (> 15mJy) : The dipole model is a good fit Low flux threshold : Dipole direction move to high declination

To subtract dipole correctly, we choose : S > 15mJy Or S > 25mJy

Our New Mask + Healpix

Page 13: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Estimator

Angular two point correlation function based on Land & Szalay estimator:

Error:

Considering dipole subtraction,

Page 14: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

What we found

Page 15: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

What we found

Page 16: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Our Mask

Page 17: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Mask

1. Neighborhood of bright sources deviate from Poisson distribution

2. High noise pixels

Page 18: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Mask

1. Neighborhood of bright sources deviate from Poisson distribution

2. High noise pixels

Condon 1998 Theoretical rms noise level at the center of an NVSS snapshot image

Page 19: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Large scale correlation

Page 20: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Zoom In

Page 21: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Angular Power Spectrum

S> 15mJy Our Mask

Page 22: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Suspicion

Page 23: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Conclusion

The large scale correlation signal (l=4) is approximately 1

magnitude bigger than the Lambda CDM prediction

We highly suspect that this signal is caused by the survey noise, instead of large scale structures

The predicted large scale correlation signal is at 10-6 level. To detect it , one needs at least 107 sources.

Page 24: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Thank you for your attention !

Page 25: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Mask

Page 26: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Mask

Page 27: Angular two point correlation function of NVSS catalog · 2015. 5. 8. · NVSS catalog National Radio Astronomy Observatory (NRAO) Very Large Array(VLA) Sky Survey VLA manly has 4

Mask