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Title: A STATISTICAL APPROACH TO RECOGNIZING SOURCE CLASSES FOR UNASSOCIATED SOURCES IN THE FIRST FERMI-LAT CATALOG

Journal Article · · Astrophysical Journal
 [1]; ; ; ; ; ; ;  [2]; ;  [3]; ; ;  [4];  [5];  [6];  [7];  [8];  [9];  [10];  [11] more »; « less
  1. Deutsches Elektronen Synchrotron DESY, D-15738 Zeuthen (Germany)
  2. W. W. Hansen Experimental Physics Laboratory, Kavli Institute for Particle Astrophysics and Cosmology, Department of Physics and SLAC National Accelerator Laboratory, Stanford University, Stanford, CA 94305 (United States)
  3. Istituto Nazionale di Fisica Nucleare, Sezione di Perugia, I-06123 Perugia (Italy)
  4. Istituto Nazionale di Fisica Nucleare, Sezione di Pisa, I-56127 Pisa (Italy)
  5. Laboratoire AIM, CEA-IRFU/CNRS/Universite Paris Diderot, Service d'Astrophysique, CEA Saclay, 91191 Gif sur Yvette (France)
  6. Istituto Nazionale di Fisica Nucleare, Sezione di Trieste, I-34127 Trieste (Italy)
  7. Istituto Nazionale di Fisica Nucleare, Sezione di Padova, I-35131 Padova (Italy)
  8. Santa Cruz Institute for Particle Physics, Department of Physics and Department of Astronomy and Astrophysics, University of California at Santa Cruz, Santa Cruz, CA 95064 (United States)
  9. CNRS, IRAP, F-31028 Toulouse Cedex 4 (France)
  10. Dipartimento di Fisica 'M. Merlin' dell'Universita e del Politecnico di Bari, I-70126 Bari (Italy)
  11. Laboratoire Leprince-Ringuet, Ecole polytechnique, CNRS/IN2P3, Palaiseau (France)

The Fermi Large Area Telescope (LAT) First Source Catalog (1FGL) provided spatial, spectral, and temporal properties for a large number of {gamma}-ray sources using a uniform analysis method. After correlating with the most-complete catalogs of source types known to emit {gamma} rays, 630 of these sources are 'unassociated' (i.e., have no obvious counterparts at other wavelengths). Here, we employ two statistical analyses of the primary {gamma}-ray characteristics for these unassociated sources in an effort to correlate their {gamma}-ray properties with the active galactic nucleus (AGN) and pulsar populations in 1FGL. Based on the correlation results, we classify 221 AGN-like and 134 pulsar-like sources in the 1FGL unassociated sources. The results of these source 'classifications' appear to match the expected source distributions, especially at high Galactic latitudes. While useful for planning future multiwavelength follow-up observations, these analyses use limited inputs, and their predictions should not be considered equivalent to 'probable source classes' for these sources. We discuss multiwavelength results and catalog cross-correlations to date, and provide new source associations for 229 Fermi-LAT sources that had no association listed in the 1FGL catalog. By validating the source classifications against these new associations, we find that the new association matches the predicted source class in {approx}80% of the sources.

OSTI ID:
22036902
Journal Information:
Astrophysical Journal, Vol. 753, Issue 1; Other Information: Country of input: International Atomic Energy Agency (IAEA); ISSN 0004-637X
Country of Publication:
United States
Language:
English

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THE COSMIC EVOLUTION OF FERMI BL LACERTAE OBJECTS journal December 2013
SEARCH FOR GAMMA-RAY-EMITTING ACTIVE GALACTIC NUCLEI IN THE FERMI -LAT UNASSOCIATED SAMPLE USING MACHINE LEARNING journal January 2014
Optimized Blind Gamma-Ray Pulsar Searches at Fixed Computing Budget journal October 2014
Unveiling the Nature of Unidentified Gamma-Ray Sources. i. a new Method for the Association of Gamma-Ray Blazars journal May 2013
Unveiling the Nature of Unidentified Gamma-Ray Sources. ii. Radio, Infrared, and Optical Counterparts of the Gamma-Ray Blazar Candidates journal May 2013
Unveiling the Nature of the Unidentified Gamma-Ray Sources. iii. Gamma-Ray Blazar-Like Counterparts at low Radio Frequencies journal June 2013
THE SECOND FERMI LARGE AREA TELESCOPE CATALOG OF GAMMA-RAY PULSARS journal September 2013
Unveiling the Nature of the Unidentified Gamma-Ray Sources. v. Analysis of the Radio Candidates with the Kernel Density Estimation journal October 2013
UNVEILING THE NATURE OF THE UNIDENTIFIED GAMMA-RAY SOURCES. IV. THE SWIFT CATALOG OF POTENTIAL X-RAY COUNTERPARTS journal October 2013
REFINING THE ASSOCIATIONS OF THE FERMI LARGE AREA TELESCOPE SOURCE CATALOGS journal February 2015
FERMI LARGE AREA TELESCOPE THIRD SOURCE CATALOG journal June 2015
Unidentified sources in the Fermi-LAT second source catalog: the case for DM subhalos journal November 2012
Millisecond pulsars and the Galactic Center gamma-ray excess: the importance of luminosity function and secondary emission journal February 2015
Spectral and spatial analysis of the dark matter subhalo candidates among Fermi Large Area Telescope unidentified sources journal November 2019
An investigation on the factors affecting machine learning classifications in gamma-ray astronomy journal January 2020
Are both BL Lacs and pulsar wind nebulae the astrophysical counterparts of IceCube neutrino events? journal July 2014
High-energy gamma-ray sources in the VVV survey – I. The blazars journal November 2019
Properties and Evolution of the Redback Millisecond Pulsar Binary psr J2129–0429 journal January 2016
CLASSIFICATION AND RANKING OF FERMI LAT GAMMA-RAY SOURCES FROM THE 3FGL CATALOG USING MACHINE LEARNING TECHNIQUES journal March 2016
Radio Follow-up on All Unassociated Gamma-Ray Sources from the Third Fermi Large Area Telescope Source Catalog journal April 2017
Identifying the 3FHL Catalog. I. Archival Swift Observations and Source Classification journal January 2019
Evaluating the Optical Classification of Fermi BCUs Using Machine Learning journal February 2019
Evaluating the Classification of Fermi BCUs from the 4FGL Catalog Using Machine Learning journal December 2019
Fermi Large Area Telescope Fourth Source Catalog journal March 2020
The Second Fermi Large area Telescope Catalog of Gamma-Ray Pulsars text January 2013
Fermi Large Area Telescope Fourth Source Catalog text January 2020
Fermi Large Area Telescope Fourth Source Catalog collection January 2020
Unidentified sources in the Fermi-LAT second source catalog: the case for DM subhalos text January 2012
The Cosmic Evolution of Fermi BL Lacertae Objects text January 2013
Unveiling the nature of the unidentified gamma-ray sources IV: the $\textit{Swift}$ catalog of potential X-ray counterparts text January 2014
Unveiling the nature of the unidentified gamma-ray sources V: analysis of the radio candidates with the kernel density estimation text January 2014
Are both BL Lacs and pulsar wind nebulae the astrophysical counterparts of IceCube neutrino events? text January 2014
Optimized Blind Gamma-ray Pulsar Searches at Fixed Computing Budget text January 2014
Millisecond pulsars and the Galactic Center gamma-ray excess: the importance of luminosity function and secondary emission text January 2014
Refining the associations of the Fermi Large Area Telescope Source Catalogs text January 2015
Properties and Evolution of the Redback Millisecond Pulsar Binary PSR J2129-0429 text January 2015
Classification and Ranking of Fermi LAT Gamma-ray Sources from the 3FGL Catalog using Machine Learning Techniques text January 2016
Radio Follow-up on all Unassociated Gamma-ray Sources from the Third Fermi Large Area Telescope Source Catalog text January 2017
Evaluating the optical classification of Fermi BCUs using machine learning text January 2019
Spectral and spatial analysis of the dark matter subhalo candidates among Fermi Large Area Telescope unidentified sources text January 2019
Evaluating the classification of Fermi BCUs from the 4FGL Catalog Using Machine Learning text January 2019