skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Harnessing the Population Statistics of Subhalos to Search for Annihilating Dark Matter

Journal Article · · The Astrophysical Journal

The Milky Way's dark matter halo is expected to host numerous low-mass subhalos with no detectable associated stellar component. Such subhalos are invisible unless their dark matter annihilates to visible states such as photons. One of the established methods for identifying candidate subhalos is to search for individual unassociated gamma-ray sources with properties consistent with the dark matter expectation. However, robustly ruling out an astrophysical origin for any such candidate is challenging. In this work, we present a complementary approach that harnesses information about the entire population of subhalos—such as their spatial and mass distribution in the Galaxy—to search for a signal of annihilating dark matter. Using simulated data, we show that the collective emission from subhalos can imprint itself in a unique way on the statistics of observed photons, even when individual subhalos may be too dim to be resolved on their own. Additionally, we demonstrate that, for the models we consider, the signal can be identified even in the face of unresolved astrophysical point-source emission of extragalactic and Galactic origin. Furthermore, this establishes a new search technique for subhalos that is complementary to established methods, and that could have important ramifications for gamma-ray dark matter searches using observatories such as the Fermi Large Area Telescope and the Cerenkov Telescope Array.

Research Organization:
Princeton Univ., NJ (United States)
Sponsoring Organization:
USDOE Office of Science (SC)
Grant/Contract Number:
SC0007968
OSTI ID:
1851048
Journal Information:
The Astrophysical Journal, Vol. 906, Issue 1; ISSN 0004-637X
Publisher:
IOP PublishingCopyright Statement
Country of Publication:
United States
Language:
English

References (135)

FERMI LARGE AREA TELESCOPE THIRD SOURCE CATALOG journal June 2015
Not so lumpy after all: modelling the depletion of dark matter subhaloes by Milky Way-like galaxies  journal July 2017
THE LUMINOSITY FUNCTION OF FERMI -DETECTED FLAT-SPECTRUM RADIO QUASARS journal May 2012
Distinguishing dark matter from unresolved point sources in the Inner Galaxy with photon statistics journal May 2015
Gamma rays from dark matter subhalos revisited: refining the predictions and constraints journal April 2017
Deriving the Contribution of Blazars to the Fermi -LAT Extragalactic γ -ray Background at E > 10 GeV with Efficiency Corrections and Photon Statistics journal March 2018
Diffuse γ-Ray Emission from Unresolved bl lac Objects journal April 2014
Unidentified sources in the Fermi-LAT second source catalog: the case for DM subhalos journal November 2012
Testing gamma-ray models of blazars in the extragalactic sky journal May 2020
HEALPix: A Framework for High‐Resolution Discretization and Fast Analysis of Data Distributed on the Sphere journal April 2005
Modeling the Impact of Baryons on Subhalo Populations with Machine Learning journal June 2018
SkyFACT: high-dimensional modeling of gamma-ray emission with adaptive templates and penalized likelihoods journal August 2017
Source-count Distribution of Gamma-Ray Blazars journal June 2020
corner.py: Scatterplot matrices in Python journal June 2016
Diversity of Dark Matter Density Profiles in the Galactic Dwarf Spheroidal Satellites journal November 2020
Search for Dark Matter Annihilation in Galaxy Groups journal March 2018
The denoised, deconvolved, and decomposed Fermi γ -ray sky : An application of the D journal September 2015
Searching for Dark Matter Annihilation from Milky Way Dwarf Spheroidal Galaxies with Six Years of Fermi Large Area Telescope Data journal November 2015
Halo Substructure Boosts to the Signatures of Dark Matter Annihilation journal July 2019
Gamma-Ray Sensitivity to Dark Matter Subhalo Modelling at High Latitudes journal November 2019
The impact of baryonic physics on the subhalo mass function and implications for gravitational lensing journal April 2017
PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection journal March 2011
Spectral and spatial analysis of the dark matter subhalo candidates among Fermi Large Area Telescope unidentified sources journal November 2019
Eight new Milky way Companions Discovered in First-Year dark Energy Survey data journal June 2015
Foreground mismodeling and the point source explanation of the Fermi Galactic Center excess journal July 2020
The sensitivity of Cherenkov telescopes to dark matter and astrophysical anisotropies in the diffuse gamma-ray background journal January 2014
The Least-Luminous Galaxy: Spectroscopy of the Milky way Satellite Segue 1 journal February 2009
Radio galaxies dominate the high-energy diffuse gamma-ray background journal August 2016
Investigating the detection of dark matter subhalos as extended sources with Fermi -LAT journal November 2020
Constraints on the annihilation cross section of dark matter particles from anisotropies in the diffuse gamma-ray background measured with Fermi-LAT journal June 2013
DECIPHERING CONTRIBUTIONS TO THE EXTRAGALACTIC GAMMA-RAY BACKGROUND FROM 2 GeV TO 2 TeV journal November 2016
Galactic dark matter search via phenomenological astrophysics modeling journal April 2016
Dwarf Galaxy Annihilation and Decay Emission Profiles for dark Matter Experiments journal March 2015
Rapid Environmental Quenching of Satellite Dwarf Galaxies in the Local Group journal July 2015
The accretion history of dark matter haloes – III. A physical model for the concentration–mass relation journal July 2015
Characterization of dark-matter-induced anisotropies in the diffuse gamma-ray background journal December 2012
Fermi -LAT γ-ray anisotropy and intensity explained by unresolved radio-loud active galactic nuclei journal November 2014
Resolving dark matter subhalos with future sub-GeV gamma-ray telescopes journal September 2018
Dark matter annihilation and decay from non-spherical dark halos in galactic dwarf satellites journal June 2016
Constraining cosmological dark matter annihilation with gamma ray observations journal October 2009
Contamination of stellar-kinematic samples and uncertainty about dark matter annihilation profiles in ultrafaint dwarf galaxies: the example of Segue I journal July 2016
The abundance and structure of subhaloes near the free streaming scale and their impact on indirect dark matter searches journal January 2020
Boosting the annihilation boost: Tidal effects on dark matter subhalos and consistent luminosity modeling journal December 2015
clumpy: A code for γ-ray signals from dark matter structures journal March 2012
Constraints to Dark Matter Annihilation from High-Latitude HAWC Unidentified Sources journal December 2019
Star-forming galaxies significantly contribute to the isotropic gamma-ray background journal October 2017
A unified model for the spatial and mass distribution of subhaloes journal February 2016
healpy: equal area pixelization and spherical harmonics transforms for data on the sphere in Python journal March 2019
Realistic estimation for the detectability of dark matter subhalos using Fermi-LAT catalogs journal September 2017
IPython: A System for Interactive Scientific Computing journal January 2007
Matplotlib: A 2D Graphics Environment journal January 2007
SEARCH FOR DARK MATTER SATELLITES USING FERMI -LAT journal February 2012
Beasts of the Southern Wild: Discovery of nine Ultra Faint Satellites in the Vicinity of the Magellanic Clouds journal May 2015
Dark matter constraints from dwarf galaxies with data-driven J-factors journal September 2020
The NumPy Array: A Structure for Efficient Numerical Computation journal March 2011
Fermi Large Area Telescope Fourth Source Catalog journal March 2020
The Dark Matter Annihilation Signal from Galactic Substructure: Predictions for GLAST journal October 2008
The APOSTLE simulations: solutions to the Local Group's cosmic puzzles journal February 2016
Composition of the Fermi-LAT isotropic gamma-ray background intensity: Emission from extragalactic point sources and dark matter annihilations journal June 2015
A critical reassessment of particle Dark Matter limits from dwarf satellites journal July 2016
Bayesian model comparison and analysis of the Galactic disc population of gamma-ray millisecond pulsars journal September 2018
The gamma-ray-flux PDF from galactic halo substructure journal July 2009
The Structure of Cold Dark Matter Halos journal May 1996
STATISTICS OF GAMMA-RAY POINT SOURCES BELOW THE FERMI DETECTION LIMIT journal August 2011
Dwarf galaxies in CDM, WDM, and SIDM: disentangling baryons and dark matter physics journal September 2019
Search for dark matter annihilation in the Milky Way halo journal December 2018
Modeling evolution of dark matter substructure and annihilation boost journal June 2018
Revival of the Dark Matter Hypothesis for the Galactic Center Gamma-Ray Excess journal December 2019
Unidentified gamma-ray sources as targets for indirect dark matter detection with the Fermi -Large Area Telescope journal July 2019
Unresolved Gamma-Ray Sky through its Angular Power Spectrum journal December 2018
Astrophysical interpretation of the anisotropies in the unresolved gamma-ray background journal June 2017
Searching for dark matter subhalos in the Fermi-LAT second source catalog journal August 2012
THE FIRST CATALOG OF ACTIVE GALACTIC NUCLEI DETECTED BY THE FERMI LARGE AREA TELESCOPE journal April 2010
Angular power spectrum of the diffuse gamma-ray emission as measured by the Fermi Large Area Telescope and constraints on its dark matter interpretation journal December 2016
THE SPECTRUM OF ISOTROPIC DIFFUSE GAMMA-RAY EMISSION BETWEEN 100 MeV AND 820 GeV journal January 2015
Constraining Galactic dark matter with gamma-ray pixel counts statistics journal October 2018
Design concepts for the Cherenkov Telescope Array CTA: an advanced facility for ground-based high-energy gamma-ray astronomy journal November 2011
Eight Ultra-Faint Galaxy Candidates Discovered in year two of the dark Energy Survey journal November 2015
Anisotropies in the diffuse gamma-ray background measured by the Fermi LAT journal April 2012
γ-ray and ν Searches for Dark-Matter Subhalos in the Milky Way with a Baryonic Potential journal May 2019
tqdm: A Fast, Extensible Progress Meter for Python and CLI journal May 2019
Dark matter substructure modelling and sensitivity of the Cherenkov Telescope Array to Galactic dark halos journal September 2016
Constraints on dark matter annihilation in clusters of galaxies with the Fermi large area telescope journal May 2010
Triangulum II. Not Especially Dense After All journal March 2017
A Universal Model for halo Concentrations journal January 2015
Modelling the flux distribution function of the extragalactic gamma-ray background from dark matter annihilation journal September 2015
SEARCHING FOR DARK MATTER ANNIHILATION IN RECENTLY DISCOVERED MILKY WAY SATELLITES WITH FERMI -LAT journal January 2017
The enigmatic Galactic Center excess: Spurious point sources and signal mismodeling journal September 2020
NPTFit : A Code Package for Non-Poissonian Template Fitting journal May 2017
Resolving the Extragalactic γ -Ray Background above 50 GeV with the Fermi Large Area Telescope journal April 2016
Star-forming galaxies as the origin of diffuse high-energy backgrounds: gamma-ray and neutrino connections, and implications for starburst history journal September 2014
Reconciling Dwarf Galaxies with Λcdm Cosmology: Simulating a Realistic Population of Satellites Around a Milky Way–Mass Galaxy journal August 2016
Discovery prospects of dwarf spheroidal galaxies for indirect dark matter searches journal October 2019
Mapping extragalactic dark matter annihilation with galaxy surveys: A systematic study of stacked group searches journal March 2018
Statistical Measurement of the Gamma-Ray Source-Count Distribution as a Function of Energy journal July 2016
CLUMPY v3: γ -ray and ν signals from dark matter at all scales journal February 2019
Examining The Fermi-LAT Third Source Catalog in search of dark matter subhalos journal December 2015
Dark matter subhalos and unidentified sources in the Fermi 3FGL source catalog journal May 2016
CONSTRAINTS ON THE GALACTIC HALO DARK MATTER FROM FERMI -LAT DIFFUSE MEASUREMENTS journal November 2012
Joint anisotropy and source count constraints on the contribution of blazars to the diffuse gamma-ray background journal September 2012
Spurious Point Source Signals in the Galactic Center Excess journal September 2020
The Quenching of the Ultra-Faint Dwarf Galaxies in the Reionization era journal November 2014
THE LARGE AREA TELESCOPE ON THE FERMI GAMMA-RAY SPACE TELESCOPE MISSION journal May 2009
Characterizing the nature of the unresolved point sources in the Galactic Center: An assessment of systematic uncertainties journal January 2020
Dark Matter Subhalos and the Dwarf Satellites of the Milky Way journal June 2008
Models of the contribution of blazars to the anisotropy of the extragalactic diffuse gamma-ray background journal November 2012
Science with e-ASTROGAM journal August 2018
CLUMPY : Jeans analysis, γ -ray and ν fluxes from dark matter (sub-)structures journal March 2016
3fgl Demographics Outside the Galactic Plane Using Supervised Machine Learning: Pulsar and dark Matter Subhalo Interpretations journal June 2016
High-energy tail of the Galactic Center gamma-ray excess journal November 2016
Diffuse γ-Ray Emission from Misaligned Active Galactic Nuclei journal December 2013
Distribution of annihilation luminosities in dark matter substructure journal October 2010
Spherical Jeans analysis for dark matter indirect detection in dwarf spheroidal galaxies - impact of physical parameters and triaxiality journal November 2014
LSST: From Science Drivers to Reference Design and Anticipated Data Products journal March 2019
Characterization of subhalo structural properties and implications for dark matter annihilation signals journal January 2017
Milky Way Satellite Census. I. The Observational Selection Function for Milky Way Satellites in DES Y3 and Pan-STARRS DR1 journal April 2020
A Keck/DEIMOS spectroscopic survey of faint Galactic satellites: searching for the least massive dwarf galaxies★: A spectroscopic survey of faint Galactic satellites journal July 2007
The Origin of the Extragalactic Gamma-Ray Background and Implications for dark Matter Annihilation journal February 2015
Phat ELVIS: The inevitable effect of the Milky Way’s disc on its dark matter subhaloes journal June 2019
Stringent constraints on the dark matter annihilation cross section from subhalo searches with the Fermi Gamma-Ray Space Telescope journal January 2014
The Aquarius Project: the subhaloes of galactic haloes journal December 2008
Evidence for Unresolved γ -Ray Point Sources in the Inner Galaxy journal February 2016
Impact of axisymmetric mass models for dwarf spheroidal galaxies on indirect dark matter searches journal June 2017
Unidentified Fermi Objects in the view of H.E.S.S. - Possible Dark Matter Clumps conference July 2019
The flattening of the concentration–mass relation towards low halo masses and its implications for the annihilation signal boost journal June 2014
Is the gamma-ray source 3FGL J2212.5+0703 a dark matter subhalo? journal May 2016
Limits on dark matter annihilation signals from the Fermi LAT 4-year measurement of the isotropic gamma-ray background journal September 2015
Observing small-scale γ-ray anisotropies with the Cherenkov Telescope Array journal August 2018
Baryonic and dark matter distribution in cosmological simulations of spiral galaxies journal December 2014
Comprehensive search for dark matter annihilation in dwarf galaxies journal April 2015
Indirect dark matter detection for flattened dwarf galaxies journal September 2016
Background model systematics for the Fermi GeV excess journal March 2015
GIANT GAMMA-RAY BUBBLES FROM FERMI -LAT: ACTIVE GALACTIC NUCLEUS ACTIVITY OR BIPOLAR GALACTIC WIND? journal November 2010
Dark matter constraints from observations of 25 Milky Way satellite galaxies with the Fermi Large Area Telescope journal February 2014
Dark matter subhalos in the Fermi first source catalog journal September 2010

Similar Records

3FGL demographics outside the galactic plane using supervised machine learning: pulsar and dark matter subhalo interpretations
Journal Article · Fri Jul 01 00:00:00 EDT 2016 · Astrophysical Journal · OSTI ID:1851048

Unidentified sources in the Fermi-LAT second source catalog: the case for DM subhalos
Journal Article · Thu Nov 01 00:00:00 EDT 2012 · Journal of Cosmology and Astroparticle Physics · OSTI ID:1851048

Resolving Dark Matter Subhalos With Future Sub-GeV Gamma-Ray Telescopes
Journal Article · Sat Sep 01 00:00:00 EDT 2018 · Phys.Dark Univ. · OSTI ID:1851048