The enigmatic Galactic Center excess: Spurious point sources and signal mismodeling
Abstract
The Galactic Center GeV excess (GCE) has garnered great interest as a possible signal of either dark matter annihilation or some novel astrophysical phenomenon, such as a new population of gamma-ray emitting pulsars. In a companion paper, we showed that in a 10° radius region of interest (ROI) surrounding the Galactic Center, apparent evidence for GCE point sources (PSs) from non-Poissonian template fitting (NPTF) is actually an artifact of unmodeled north-south asymmetry of the GCE. In this work, we develop a simplified analytic description of how signal mismodeling can drive an apparent preference for a PS population, and demonstrate how the behavior pointed out in the companion paper also appears in simpler simulated datasets that contain no PS signals at all. We explore the generality of this behavior in the real gamma-ray data, and discuss the implications for past and future studies using NPTF techniques. While the drop in PS preference once north-south asymmetry is included is not ubiquitous in larger ROIs, we show that any overly-rigid signal model is expected to yield a spurious PS signal that can appear very convincing: as well as apparent significance comparable to what one would expect from a true PS population, the signalmore »
- Authors:
-
- Massachusetts Inst. of Technology (MIT), Cambridge, MA (United States)
- Publication Date:
- Research Org.:
- Massachusetts Inst. of Technology (MIT), Cambridge, MA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), High Energy Physics (HEP); National Science Foundation (NSF); National Aeronautics and Space Administration (NASA)
- OSTI Identifier:
- 1802539
- Grant/Contract Number:
- SC0013999; PHY-1607611; SC0012567; 80NSSC19K1515
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Physical Review. D.
- Additional Journal Information:
- Journal Volume: 102; Journal Issue: 6; Journal ID: ISSN 2470-0010
- Publisher:
- American Physical Society (APS)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 79 ASTRONOMY AND ASTROPHYSICS; Astronomy & Astrophysics; Physics
Citation Formats
Leane, Rebecca K., and Slatyer, Tracy R. The enigmatic Galactic Center excess: Spurious point sources and signal mismodeling. United States: N. p., 2020.
Web. doi:10.1103/physrevd.102.063019.
Leane, Rebecca K., & Slatyer, Tracy R. The enigmatic Galactic Center excess: Spurious point sources and signal mismodeling. United States. https://doi.org/10.1103/physrevd.102.063019
Leane, Rebecca K., and Slatyer, Tracy R. Wed .
"The enigmatic Galactic Center excess: Spurious point sources and signal mismodeling". United States. https://doi.org/10.1103/physrevd.102.063019. https://www.osti.gov/servlets/purl/1802539.
@article{osti_1802539,
title = {The enigmatic Galactic Center excess: Spurious point sources and signal mismodeling},
author = {Leane, Rebecca K. and Slatyer, Tracy R.},
abstractNote = {The Galactic Center GeV excess (GCE) has garnered great interest as a possible signal of either dark matter annihilation or some novel astrophysical phenomenon, such as a new population of gamma-ray emitting pulsars. In a companion paper, we showed that in a 10° radius region of interest (ROI) surrounding the Galactic Center, apparent evidence for GCE point sources (PSs) from non-Poissonian template fitting (NPTF) is actually an artifact of unmodeled north-south asymmetry of the GCE. In this work, we develop a simplified analytic description of how signal mismodeling can drive an apparent preference for a PS population, and demonstrate how the behavior pointed out in the companion paper also appears in simpler simulated datasets that contain no PS signals at all. We explore the generality of this behavior in the real gamma-ray data, and discuss the implications for past and future studies using NPTF techniques. While the drop in PS preference once north-south asymmetry is included is not ubiquitous in larger ROIs, we show that any overly-rigid signal model is expected to yield a spurious PS signal that can appear very convincing: as well as apparent significance comparable to what one would expect from a true PS population, the signal can exhibit stability against a range of variations in the analysis, and a source count function that is very consistent with previous apparent NPTF-based detections of a GCE PS population. This contrasts with previously studied forms of systematic mismodeling which are unlikely to mimic a PS population in the same way. Finally, in the light of this observation, and its explicit realization in the region where the GCE is brightest, we argue that a dominantly smooth origin for the GCE is not in tension with existing NPTF analyses.},
doi = {10.1103/physrevd.102.063019},
journal = {Physical Review. D.},
number = 6,
volume = 102,
place = {United States},
year = {Wed Sep 16 00:00:00 EDT 2020},
month = {Wed Sep 16 00:00:00 EDT 2020}
}
Works referenced in this record:
Millisecond pulsars cannot account for the inner Galaxy’s GeV excess
journal, October 2013
- Hooper, Dan; Cholis, Ilias; Linden, Tim
- Physical Review D, Vol. 88, Issue 8
Spurious Point Source Signals in the Galactic Center Excess
journal, September 2020
- Leane, Rebecca K.; Slatyer, Tracy R.
- Physical Review Letters, Vol. 125, Issue 12
Bayesian model comparison and analysis of the Galactic disc population of gamma-ray millisecond pulsars
journal, September 2018
- Bartels, R. T.; Edwards, T. D. P.; Weniger, C.
- Monthly Notices of the Royal Astronomical Society, Vol. 481, Issue 3
The Structure of Cold Dark Matter Halos
journal, May 1996
- Navarro, Julio F.; Frenk, Carlos S.; White, Simon D. M.
- The Astrophysical Journal, Vol. 462
Millisecond pulsars and the Galactic Center gamma-ray excess: the importance of luminosity function and secondary emission
journal, February 2015
- Petrović, Jovana; Serpico, Pasquale D.; Zaharijas, Gabrijela
- Journal of Cosmology and Astroparticle Physics, Vol. 2015, Issue 02
Origin of the gamma rays from the Galactic Center
journal, December 2011
- Hooper, Dan; Linden, Tim
- Physical Review D, Vol. 84, Issue 12
FERMI -LAT OBSERVATIONS OF HIGH-ENERGY γ -RAY EMISSION TOWARD THE GALACTIC CENTER
journal, February 2016
- Ajello, M.; Albert, A.; Atwood, W. B.
- The Astrophysical Journal, Vol. 819, Issue 1
STATISTICS OF GAMMA-RAY POINT SOURCES BELOW THE FERMI DETECTION LIMIT
journal, August 2011
- Malyshev, Dmitry; Hogg, David W.
- The Astrophysical Journal, Vol. 738, Issue 2
Distinguishing dark matter from unresolved point sources in the Inner Galaxy with photon statistics
journal, May 2015
- Lee, Samuel K.; Lisanti, Mariangela; Safdi, Benjamin R.
- Journal of Cosmology and Astroparticle Physics, Vol. 2015, Issue 05
Characterizing the nature of the unresolved point sources in the Galactic Center: An assessment of systematic uncertainties
journal, January 2020
- Chang, Laura J.; Mishra-Sharma, Siddharth; Lisanti, Mariangela
- Physical Review D, Vol. 101, Issue 2
Search for dark matter annihilation in the Milky Way halo
journal, December 2018
- Chang, Laura J.; Lisanti, Mariangela; Mishra-Sharma, Siddharth
- Physical Review D, Vol. 98, Issue 12
Galactic bulge preferred over dark matter for the Galactic centre gamma-ray excess
journal, March 2018
- Macias, Oscar; Gordon, Chris; Crocker, Roland M.
- Nature Astronomy, Vol. 2, Issue 5
High-energy tail of the Galactic Center gamma-ray excess
journal, November 2016
- Linden, Tim; Rodd, Nicholas L.; Safdi, Benjamin R.
- Physical Review D, Vol. 94, Issue 10
Analyzing the gamma-ray sky with wavelets
journal, August 2018
- Balaji, Bhaskaran; Cholis, Ilias; Fox, Patrick J.
- Physical Review D, Vol. 98, Issue 4
Erratum: Detection of a gamma-ray source in the Galactic Center consistent with extended emission from dark matter annihilation and concentrated astrophysical emission [Phys. Rev. D 86 , 083511 (2012)]
journal, June 2013
- Abazajian, Kevork N.; Kaplinghat, Manoj
- Physical Review D, Vol. 87, Issue 12
Dark matter versus pulsars: catching the impostor
journal, October 2013
- Mirabal, N.
- Monthly Notices of the Royal Astronomical Society, Vol. 436, Issue 3
Erratum: Dark matter and pulsar model constraints from Galactic Center Fermi-LAT gamma-ray observations [Phys. Rev. D 88, 083521 (2013)]
journal, February 2014
- Gordon, Chris; Macías, Oscar
- Physical Review D, Vol. 89, Issue 4
Dark matter and pulsar model constraints from Galactic Center Fermi-LAT gamma-ray observations
journal, October 2013
- Gordon, Chris; Macías, Oscar
- Physical Review D, Vol. 88, Issue 8
Two emission mechanisms in the Fermi Bubbles: A possible signal of annihilating dark matter
journal, September 2013
- Hooper, Dan; Slatyer, Tracy R.
- Physics of the Dark Universe, Vol. 2, Issue 3
Dark matter annihilation in the Galactic Center as seen by the Fermi Gamma Ray Space Telescope
journal, March 2011
- Hooper, Dan; Goodenough, Lisa
- Physics Letters B, Vol. 697, Issue 5
Testing the Sensitivity of the Galactic Center Excess to the Point Source Mask
journal, June 2020
- Zhong, Yi-Ming; McDermott, Samuel D.; Cholis, Ilias
- Physical Review Letters, Vol. 124, Issue 23
GeV excess in the Milky Way: The role of diffuse galactic gamma-ray emission templates
journal, June 2015
- Zhou, Bei; Liang, Yun-Feng; Huang, Xiaoyuan
- Physical Review D, Vol. 91, Issue 12
The characterization of the gamma-ray signal from the central Milky Way: A case for annihilating dark matter
journal, June 2016
- Daylan, Tansu; Finkbeiner, Douglas P.; Hooper, Dan
- Physics of the Dark Universe, Vol. 12
The Fermi-LAT GeV excess as a tracer of stellar mass in the Galactic bulge
journal, August 2018
- Bartels, Richard; Storm, Emma; Weniger, Christoph
- Nature Astronomy, Vol. 2, Issue 10
Astrophysical and dark matter interpretations of extended gamma-ray emission from the Galactic Center
journal, July 2014
- Abazajian, Kevork N.; Canac, Nicolas; Horiuchi, Shunsaku
- Physical Review D, Vol. 90, Issue 2
Testing the Millisecond Pulsar Scenario of the Galactic Center Gamma-Ray Excess with very high Energy Gamma-Rays
journal, April 2015
- Yuan, Qiang; Ioka, Kunihito
- The Astrophysical Journal, Vol. 802, Issue 2
NPTFit : A Code Package for Non-Poissonian Template Fitting
journal, May 2017
- Mishra-Sharma, Siddharth; Rodd, Nicholas L.; Safdi, Benjamin R.
- The Astronomical Journal, Vol. 153, Issue 6
Strong evidence that the galactic bulge is shining in gamma rays
journal, September 2019
- Macias, Oscar; Horiuchi, Shunsaku; Kaplinghat, Manoj
- Journal of Cosmology and Astroparticle Physics, Vol. 2019, Issue 09
Propagation of Cosmic‐Ray Nucleons in the Galaxy
journal, December 1998
- Strong, Andrew W.; Moskalenko, Igor V.
- The Astrophysical Journal, Vol. 509, Issue 1
Evidence for Unresolved -Ray Point Sources in the Inner Galaxy
journal, February 2016
- Lee, Samuel K.; Lisanti, Mariangela; Safdi, Benjamin R.
- Physical Review Letters, Vol. 116, Issue 5
Strong Support for the Millisecond Pulsar Origin of the Galactic Center GeV Excess
journal, February 2016
- Bartels, Richard; Krishnamurthy, Suraj; Weniger, Christoph
- Physical Review Letters, Vol. 116, Issue 5
Diffuse γ-Ray Emission from Galactic Pulsars
journal, October 2014
- Calore, F.; Di Mauro, M.; Donato, F.
- The Astrophysical Journal, Vol. 796, Issue 1
Consistency between the luminosity function of resolved millisecond pulsars and the galactic center excess
journal, August 2017
- Ploeg, Harrison; Gordon, Chris; Crocker, Roland
- Journal of Cosmology and Astroparticle Physics, Vol. 2017, Issue 08
MultiNest: an efficient and robust Bayesian inference tool for cosmology and particle physics
journal, October 2009
- Feroz, F.; Hobson, M. P.; Bridges, M.
- Monthly Notices of the Royal Astronomical Society, Vol. 398, Issue 4
Challenges in explaining the Galactic Center gamma-ray excess with millisecond pulsars
journal, June 2015
- Cholis, Ilias; Hooper, Dan; Linden, Tim
- Journal of Cosmology and Astroparticle Physics, Vol. 2015, Issue 06
Background model systematics for the Fermi GeV excess
journal, March 2015
- Calore, Francesca; Cholis, Ilias; Weniger, Christoph
- Journal of Cosmology and Astroparticle Physics, Vol. 2015, Issue 03
Source population synthesis and the Galactic diffuse gamma-ray emission
journal, April 2007
- Strong, A. W.
- Astrophysics and Space Science, Vol. 309, Issue 1-4
Fermi Large Area Telescope Fourth Source Catalog
journal, March 2020
- Abdollahi, S.; Acero, F.; Ackermann, M.
- The Astrophysical Journal Supplement Series, Vol. 247, Issue 1
Comment on “Characterizing the population of pulsars in the Galactic bulge with the Fermi large area telescope” [arXiv:1705.00009v1]
journal, June 2018
- Bartels, Richard; Hooper, Dan; Linden, Tim
- Physics of the Dark Universe, Vol. 20
Dark matter interpretation of the Fermi -LAT observation toward the Galactic Center
journal, May 2017
- Karwin, Christopher; Murgia, Simona; Tait, Tim M. P.
- Physical Review D, Vol. 95, Issue 10
Dark matter annihilation in the Galactic Center as seen by the Fermi Gamma Ray Space Telescope
journal, March 2011
- Hooper, Dan; Goodenough, Lisa
- Physics Letters B, Vol. 697, Issue 5
Two Emission Mechanisms in the Fermi Bubbles: A Possible Signal of Annihilating Dark Matter
preprint, January 2013
- Hooper, Dan; Slatyer, Tracy R.
- arXiv
Spurious Point Source Signals in the Galactic Center Excess
text, January 2020
- Leane, Rebecca K.; Slatyer, Tracy R.
- arXiv