Built on

N. Kaiser and A. Stebbins, “Microwave Anisotropy Due to Cosmic Strings,” Nature 310
1984
Earlier work this paper cites.
J. R. Gott, III, “Gravitational lensing effects of vacuum strings: Exact solutions,” Astrophys. J. 288
1985
Earlier work this paper cites.
J. Canny, “A computational approach to edge detection”, IEEE Trans. Pattern Analysis and Machine Intelligence 8
1986
Earlier work this paper cites.
L. Perivolaropoulos, “COBE versus cosmic strings: An Analytical model,” Phys. Lett. B 298
1993
Earlier work this paper cites.
J. Magueijo, A. Albrecht, D. Coulson and P. Ferreira, “Doppler peaks from active perturbations,” Phys. Rev. Lett. 76
1996
Earlier work this paper cites.
R. Jeannerot, “A Supersymmetric SO(10) Model with Inflation and Cosmic Strings,” Phys. Rev. D 53
1996
Earlier work this paper cites.
U. L. Pen, U. Seljak and N. Turok, “Power spectra in global defect theories of cosmic structure formation,” Phys. Rev. Lett. 79
1997
Earlier work this paper cites.
S. Sarangi and S. H. H. Tye, “Cosmic string production towards the end of brane inflation,” Phys. Lett. B 536
2002
Earlier work this paper cites.
R. Jeannerot, J. Rocher and M. Sakellariadou, “How generic is cosmic string formation in SUSY GUTs,” Phys. Rev. D 68
2003
Earlier work this paper cites.
E. J. Copeland, R. C. Myers and J. Polchinski, “Cosmic F- and D-strings,” JHEP 0406
2004
Earlier work this paper cites.
R. J. Danos and R. H. Brandenberger, “Canny Algorithm, Cosmic Strings and the Cosmic Microwave Background,” Int. J. Mod. Phys. D 19
Original
2004
Earlier work this paper cites.

Similar

E. Jeong and G. F. Smoot, “Search for cosmic strings in CMB anisotropies,” Astrophys. J. 624
2005
Cited alongside, same era.
E. Jeong and G. F. Smoot, “Validity of Cosmic String Pattern Search with Cosmic Microwave Background,” Astrophys. J. 661
2007
Cited alongside, same era.
C. Ringeval, M. Sakellariadou and F. Bouchet, JCAP 0702
2007
Cited alongside, same era.
S. Amsel, J. Berger and R. H. Brandenberger, “Detecting Cosmic Strings in the CMB with the Canny Algorithm,” JCAP 0804
Original
2008
Cited alongside, same era.
B. P. Abbott et al
Original
2009
Cited alongside, same era.
A. Stewart and R. Brandenberger, “Edge Detection, Cosmic Strings and the South Pole Telescope,” JCAP 0902

Then

O. F. Hernández, Y. Wang, R. Brandenberger and J. Fong, “Angular 21 cm Power Spectrum of a Scaling Distribution of Cosmic String Wakes,” JCAP 1108
Original
2011
Later among the works it cites.
O. F. Hernández and R. H. Brandenberger, “The 21 cm Signature of Shock Heated and Diffuse Cosmic String Wakes,” JCAP 1207
Original
2012
Later among the works it cites.
R. H. Brandenberger, “Probing Particle Physics from Top Down with Cosmic Strings,” Universe 1
Original
2013
Later among the works it cites.
P. A. R. Ade et al
Original
2013
Later among the works it cites.
O. F. Hernndez, Phys. Rev. D 90
Original

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2017

A Bayesian Framework for Cosmic String Searches in CMB Maps

Ciuca, Razvan, Hernández, Oscar F.

Understand

There exists various proposals to detect cosmic strings from Cosmic Microwave Background (CMB) or 21 cm temperature maps.

Current proposals do not aim to find the location of strings on sky maps, all of these approaches can be thought of as a statistic on a sky map.
We propose a Bayesian interpretation of cosmic string detection and within that framework, we derive a connection between estimates of cosmic string locations and cosmic string tension $G\mu$.
We use this Bayesian framework to develop a machine learning framework for detecting strings from sky maps and outline how to implement this framework with neural networks.

Built on

N. Kaiser and A. Stebbins, “Microwave Anisotropy Due to Cosmic Strings,” Nature 310
1984
Earlier work this paper cites.
J. R. Gott, III, “Gravitational lensing effects of vacuum strings: Exact solutions,” Astrophys. J. 288
1985
Earlier work this paper cites.
J. Canny, “A computational approach to edge detection”, IEEE Trans. Pattern Analysis and Machine Intelligence 8
1986
Earlier work this paper cites.
L. Perivolaropoulos, “COBE versus cosmic strings: An Analytical model,” Phys. Lett. B 298
1993
Earlier work this paper cites.
J. Magueijo, A. Albrecht, D. Coulson and P. Ferreira, “Doppler peaks from active perturbations,” Phys. Rev. Lett. 76
1996
Earlier work this paper cites.
R. Jeannerot, “A Supersymmetric SO(10) Model with Inflation and Cosmic Strings,” Phys. Rev. D 53
1996
Earlier work this paper cites.
U. L. Pen, U. Seljak and N. Turok, “Power spectra in global defect theories of cosmic structure formation,” Phys. Rev. Lett. 79
1997
Earlier work this paper cites.
S. Sarangi and S. H. H. Tye, “Cosmic string production towards the end of brane inflation,” Phys. Lett. B 536
2002
Earlier work this paper cites.
R. Jeannerot, J. Rocher and M. Sakellariadou, “How generic is cosmic string formation in SUSY GUTs,” Phys. Rev. D 68
2003
Earlier work this paper cites.
E. J. Copeland, R. C. Myers and J. Polchinski, “Cosmic F- and D-strings,” JHEP 0406
2004
Earlier work this paper cites.
R. J. Danos and R. H. Brandenberger, “Canny Algorithm, Cosmic Strings and the Cosmic Microwave Background,” Int. J. Mod. Phys. D 19
Original
2004
Earlier work this paper cites.

Similar

E. Jeong and G. F. Smoot, “Search for cosmic strings in CMB anisotropies,” Astrophys. J. 624
2005
Cited alongside, same era.
E. Jeong and G. F. Smoot, “Validity of Cosmic String Pattern Search with Cosmic Microwave Background,” Astrophys. J. 661
2007
Cited alongside, same era.
C. Ringeval, M. Sakellariadou and F. Bouchet, JCAP 0702
2007
Cited alongside, same era.
S. Amsel, J. Berger and R. H. Brandenberger, “Detecting Cosmic Strings in the CMB with the Canny Algorithm,” JCAP 0804
Original
2008
Cited alongside, same era.
B. P. Abbott et al
Original
2009
Cited alongside, same era.
A. Stewart and R. Brandenberger, “Edge Detection, Cosmic Strings and the South Pole Telescope,” JCAP 0902