2D Convolutional Neural Network for Event Reconstruction in IceCube DeepCore

International Cosmic Ray Conference, pp. 1129

Abstract

IceCube DeepCore is an extension of the IceCube Neutrino Observatory designed to measure GeV scale atmospheric neutrino interactions for the purpose of neutrino oscillation studies. Distinguishing muon neutrinos from other flavors and reconstructing inelasticity are especially difficult tasks at GeV scale energies in IceCube DeepCore due to sparse instrumentation. Convolutional neural networks (CNNs) have been found to have better success at neutrino event reconstruction than conventional likelihood-based methods. In this contribution, we present a new CNN model that exploits time and depth translational symmetry in IceCube DeepCore data and present the model’s performance, specifically for flavor identification and inelasticity reconstruction.

Authors 99

1. J. Peterson Aachen III. Physikalisches Institut

   University of Wisconsin–Madison · RWTH Aachen University

   Affiliation as printed

   III. Physikalisches Institut , RWTH Aachen University , D-52056 Aachen , Germany

   University of Wisconsin -Madison

   III. Physikalisches Institut, RWTH Aachen University, D-52056 Aachen, Germany

2. Maria Prado Rodriguez Aachen III. Physikalisches Institut

   University of Wisconsin–Madison · RWTH Aachen University

   Affiliation as printed

   III. Physikalisches Institut , RWTH Aachen University , D-52056 Aachen , Germany

   University of Wisconsin -Madison

   III. Physikalisches Institut, RWTH Aachen University, D-52056 Aachen, Germany

3. K. Hanson Aachen III. Physikalisches Institut

   University of Wisconsin–Madison · RWTH Aachen University

   Affiliation as printed

   III. Physikalisches Institut , RWTH Aachen University , D-52056 Aachen , Germany

   University of Wisconsin -Madison

   III. Physikalisches Institut, RWTH Aachen University, D-52056 Aachen, Germany

4. M. Ackermann

   Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

   Affiliation as printed

   The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

   CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

   Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

   Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

   Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

   Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

5. Jenni Adams

   University of Canterbury

   Affiliation as printed

   Dept. of Physics and Astronomy , University of Canterbury , Private Bag 4800 , Christchurch , New Zealand

   Dept. of Physics and Astronomy, University of Canterbury, Private Bag 4800, Christchurch, New Zealand

6. Sanjib Kumar Agarwalla

   Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

   Affiliation as printed

   The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

   CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

   Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

   Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

   Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

   Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

7. Juanan Aguilar

   Université Libre de Bruxelles

   Affiliation as printed

   Université Libre de Bruxelles , Science Faculty CP230 , B-1050 Brussels , Belgium

   Université Libre de Bruxelles, Science Faculty CP230, B-1050 Brussels, Belgium

8. M. Ahlers

   University of Copenhagen

   Affiliation as printed

   Niels Bohr Institute , University of Copenhagen , DK-2100 Copenhagen , Denmark

   Niels Bohr Institute, University of Copenhagen, DK-2100 Copenhagen,

9. Jean-Marco Alameddine

   Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · The University of Texas at Arlington · TU Dortmund University · Clark Atlanta University

   Affiliation as printed

   Dept. of Physics , TU Dortmund University

   CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

   Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

   Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

   Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

   Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

10. Najia Moureen Binte Amin

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

11. K. Andeen

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

12. G. Anton

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

13. Carlos A. Argüelles

    Harvard University

    Affiliation as printed

    Department of Physics and Laboratory for Particle Physics and Cosmology , Harvard University , Cambridge , MA 02138 , USA

    Department of Physics and Laboratory for Particle Physics and Cosmology, Harvard University, Cambridge, MA 02138, USA

14. Yosuke Ashida

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

15. Sofia Athanasiadou

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

16. Spencer Axani

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

17. X. Bai

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

18. Aswathi Balagopal V
19. Moreno Baricevic

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

20. S. W. Barwick

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

21. Vedant Basu

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

22. Ryan Carlton Bay

    University of California, Berkeley

    Affiliation as printed

    Dept. of Physics , University of California , Berkeley , CA 94720 , USA

    Dept. of Physics, University of California, Berkeley, CA 94720, USA

23. J. J. Beatty

    The Ohio State University

    Affiliation as printed

    Dept. of Astronomy , Ohio State University , Columbus , OH 43210 , USA

    Dept. of Physics and Center for Cosmology and Astro-Particle Physics , Ohio State University , Columbus , OH 43210 , USA

    Dept. of Astronomy, Ohio State University, Columbus, OH 43210, USA

    Dept. of Physics and Center for Cosmology and Astro-Particle Physics, Ohio State University, Columbus, OH 43210, USA

24. Julia Becker Tjus

    Ruhr University Bochum

    Affiliation as printed

    Fakultät für Physik & Astronomie , Ruhr-Universität Bochum , D-44780 Bochum , Germany

    Fakultät für Physik & Astronomie, Ruhr-Universität Bochum, D-44780 Bochum, Germany

25. Jakob Beise

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

26. Chiara Bellenghi

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

27. Charlotte Benning Aachen III. Physikalisches Institut

    University of Wisconsin–Madison · RWTH Aachen University

    Affiliation as printed

    III. Physikalisches Institut , RWTH Aachen University , D-52056 Aachen , Germany

    University of Wisconsin -Madison

    III. Physikalisches Institut, RWTH Aachen University, D-52056 Aachen, Germany

28. S. BenZvi

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

29. David Berley

    University of Maryland, College Park

    Affiliation as printed

    Dept. of Physics , University of Maryland , College Park , MD 20742 , USA

    Dept. of Physics, University of Maryland, College Park, MD 20742, USA

30. E. Bernardini

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

31. D. Besson

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

32. E. Blaufuss

    University of Maryland, College Park

    Affiliation as printed

    Dept. of Physics , University of Maryland , College Park , MD 20742 , USA

    Dept. of Physics, University of Maryland, College Park, MD 20742, USA

33. Summer Blot

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

34. Federico Bontempo

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

35. Julia Book

    Harvard University

    Affiliation as printed

    Department of Physics and Laboratory for Particle Physics and Cosmology , Harvard University , Cambridge , MA 02138 , USA

    Department of Physics and Laboratory for Particle Physics and Cosmology, Harvard University, Cambridge, MA 02138, USA

36. Caterina Boscolo Meneguolo

    Chiba University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

37. Sebastian BOSER

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

38. O. Botner

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

39. Jakob Bottcher Aachen III. Physikalisches Institut

    University of Wisconsin–Madison · RWTH Aachen University

    Affiliation as printed

    III. Physikalisches Institut , RWTH Aachen University , D-52056 Aachen , Germany

    University of Wisconsin -Madison

    III. Physikalisches Institut, RWTH Aachen University, D-52056 Aachen, Germany

40. Etienne Bourbeau

    University of Copenhagen

    Affiliation as printed

    Niels Bohr Institute , University of Copenhagen , DK-2100 Copenhagen , Denmark

    Niels Bohr Institute, University of Copenhagen, DK-2100 Copenhagen,

41. Jim Braun

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

42. Bennett Brinson

    Georgia Institute of Technology

    Affiliation as printed

    School of Physics and Center for Relativistic Astrophysics , Georgia Institute of Technology , Atlanta , GA 30332 , USA

    School of Physics and Center for Relativistic Astrophysics, Georgia Institute of Technology, Atlanta, GA 30332, USA

43. Jannes Brostean-Kaiser

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

44. Ryan T. Burley

    The University of Adelaide

    Affiliation as printed

    Department of Physics , University of Adelaide , Adelaide , 5005 , Australia

    Department of Physics, University of Adelaide, Adelaide, 5005, Australia

45. Raffaela Busse

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

46. Delaney Butterfield

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

47. Michael Campana

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

48. Kiara Carloni

    Harvard University

    Affiliation as printed

    Department of Physics and Laboratory for Particle Physics and Cosmology , Harvard University , Cambridge , MA 02138 , USA

    Department of Physics and Laboratory for Particle Physics and Cosmology, Harvard University, Cambridge, MA 02138, USA

49. Erin Carnie-Bronca

    The University of Adelaide

    Affiliation as printed

    Department of Physics , University of Adelaide , Adelaide , 5005 , Australia

    Department of Physics, University of Adelaide, Adelaide, 5005, Australia

50. Sharmistha Chattopadhyay

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

51. Thien Nhan Chau

    Université Libre de Bruxelles

    Affiliation as printed

    Université Libre de Bruxelles, Science Faculty CP230, B-1050 Brussels, Belgium

52. Chujie Chen

    Georgia Institute of Technology

    Affiliation as printed

    School of Physics and Center for Relativistic Astrophysics , Georgia Institute of Technology , Atlanta , GA 30332 , USA

    School of Physics and Center for Relativistic Astrophysics, Georgia Institute of Technology, Atlanta, GA 30332, USA

53. Zheyang Chen

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

54. D. Chirkin

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

55. Seowon Choi

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

56. Brian A. Clark

    University of Maryland, College Park

    Affiliation as printed

    Dept. of Physics , University of Maryland , College Park , MD 20742 , USA

    Dept. of Physics, University of Maryland, College Park, MD 20742, USA

57. Lew Classen

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

58. Alan Coleman

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

59. Gabriel Collin

    Massachusetts Institute of Technology

    Affiliation as printed

    Dept. of Physics , Massachusetts Institute of Technology , Cambridge , MA 02139 , USA

    Dept. of Physics, Massachusetts Institute of Technology, Cambridge, MA 02139, USA

60. A. Connolly

    The Ohio State University

    Affiliation as printed

    Dept. of Astronomy , Ohio State University , Columbus , OH 43210 , USA

    Dept. of Physics and Center for Cosmology and Astro-Particle Physics , Ohio State University , Columbus , OH 43210 , USA

    Dept. of Astronomy, Ohio State University, Columbus, OH 43210, USA

    Dept. of Physics and Center for Cosmology and Astro-Particle Physics, Ohio State University, Columbus, OH 43210, USA

61. Janet M. Conrad

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · The University of Texas at Arlington · Clark Atlanta University · Massachusetts Institute of Technology

    Affiliation as printed

    Dept. of Physics , Massachusetts Institute of Technology , Cambridge , MA 02139 , USA

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

62. Paul Coppin

    Vrije Universiteit Brussel

    Affiliation as printed

    Vrije Universiteit Brussel (VUB) , Dienst ELEM , B-1050 Brussels , Belgium

    Vrije Universiteit Brussel (VUB), Dienst ELEM, B-1050 Brussels, Belgium

63. Pablo Correa

    Vrije Universiteit Brussel · Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    Vrije Universiteit Brussel (VUB) , Dienst ELEM , B-1050 Brussels , Belgium

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

64. D. F. Cowen

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

65. Pranav Dave

    Georgia Institute of Technology · Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    School of Physics and Center for Relativistic Astrophysics , Georgia Institute of Technology , Atlanta , GA 30332 , USA

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

66. Catherine DE CLERCQ

    Vrije Universiteit Brussel · Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    Vrije Universiteit Brussel (VUB) , Dienst ELEM , B-1050 Brussels , Belgium

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

67. James DeLaunay

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

68. Diyaselis Delgado Lopez
69. Shuyang Deng Aachen III. Physikalisches Institut

    University of Wisconsin–Madison · Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · The University of Texas at Arlington · Clark Atlanta University · RWTH Aachen University

    Affiliation as printed

    III. Physikalisches Institut , RWTH Aachen University , D-52056 Aachen , Germany

    University of Wisconsin -Madison

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

70. Kunal Deoskar

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

71. Abhishek Desai

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

72. P. Desiati

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

73. Krijn D. de Vries

    Vrije Universiteit Brussel · Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    Vrije Universiteit Brussel (VUB) , Dienst ELEM , B-1050 Brussels , Belgium

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

74. G. de Wasseige

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

75. T. DeYoung

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

76. Alejandro Díaz

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · The University of Texas at Arlington · Clark Atlanta University · Massachusetts Institute of Technology

    Affiliation as printed

    Dept. of Physics , Massachusetts Institute of Technology , Cambridge , MA 02139 , USA

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

77. Juan Carlos Diaz-Velez

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

78. Markus Dittmer

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

79. Alba Domi

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

80. Hrvoje Dujmović

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

81. M. A. DuVernois

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

82. Thomas Ehrhardt

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

83. P. Eller

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

84. Enrico Ellinger

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

85. Sharif El Mentawi Aachen III. Physikalisches Institut

    University of Wisconsin–Madison · Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · The University of Texas at Arlington · Clark Atlanta University · RWTH Aachen University

    Affiliation as printed

    III. Physikalisches Institut , RWTH Aachen University , D-52056 Aachen , Germany

    University of Wisconsin -Madison

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

86. Dominik Elsässer

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · The University of Texas at Arlington · TU Dortmund University · Clark Atlanta University

    Affiliation as printed

    Dept. of Physics , TU Dortmund University

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

87. Robert Engel

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

88. Hannah Erpenbeck

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

89. John Evans

    University of Maryland, College Park

    Affiliation as printed

    Dept. of Physics , University of Maryland , College Park , MD 20742 , USA

    Dept. of Physics, University of Maryland, College Park, MD 20742, USA

90. Paul A. Evenson

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

91. Kwok Lung Fan

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · The University of Texas at Arlington · Clark Atlanta University · University of Maryland, College Park

    Affiliation as printed

    Dept. of Physics , University of Maryland , College Park , MD 20742 , USA

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

92. Ke Fang

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

93. Kareem Ramadan Farrag

    Chiba University

    Affiliation as printed

    Dept. of Physics and

    Dept. of Physics and The International Center for Hadron Astrophysics, Chiba University, Chiba 263-8522, Japan

94. Ali R. Fazely

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    Dept. of Physics , Southern University , Baton Rouge , LA 70813 , USA

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

95. Anatoli Fedynitch

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

96. Nora Feigl

    Humboldt-Universität zu Berlin

    Affiliation as printed

    Institut für Physik , Humboldt-Universität zu Berlin , D-12489 Berlin , Germany

    Institut für Physik, Humboldt-Universität zu Berlin, D-12489 Berlin, Germany

97. Sebastian Fiedlschuster

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

98. Chad Finley

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA

99. Leander Fischer

    Southern University and Agricultural and Mechanical College · University of Alaska Anchorage · Lawrence Berkeley National Laboratory · Chiba University · The University of Texas at Arlington · Clark Atlanta University

    Affiliation as printed

    The International Center for Hadron Astrophysics , Chiba University , Chiba 263-8522 , Japan

    CTSPS, Clark-Atlanta University, Atlanta, GA 30314, USA

    Dept. of Physics and Astronomy, University of Alaska Anchorage, 3211 Providence Dr., Anchorage, AK 99508, USA

    Dept. of Physics, Southern University, Baton Rouge, LA 70813, USA

    Dept. of Physics, University of Texas at Arlington, 502 Yates St., Science Hall Rm 108, Box 19059, Arlington, TX 76019, USA

    Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA