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July 25, 2023 conference-paper Open access Aachen paper

A new simulation framework for IceCube Upgrade calibration using IceCube Upgrade Camera system

International Cosmic Ray Conference, pp. 1071

DOI: 10.22323/1.444.1071 Full text (OA) OpenAlex

Abstract

Currently, an upgrade consisting of seven densely instrumented strings in the center of the volume of the IceCube detector with new digital optical modules (DOMs) is being built. On each string, DOMs will be regularly spaced with a vertical separation of 3 m between depths of 2160 m and 2430 m below the surface of the ice, which is a denser configuration compared to the existing DOMs of IceCube detector. For a precise calibration of the IceCube Upgrade it is important to understand the properties of the ice, both inside and surrounding the deployment holes.LEDs and Camera systems, which are developed and produced at Sungkyunkwan university, are installed in every single DOM to measure these properties. For these calibration measurements, a new simulation framework, which produces expected images from various geometric and optical variables has been developed and images produced from the simulation are expected to be used to develop an analysis framework for the IceCube Upgrade camera calibration system and for the design of the IceCube Gen2 camera system.

Authors 99

  1. Seowon Choi Aachen III. Physikalisches Institut

    Sungkyunkwan University · RWTH Aachen University

    Affiliation as printed

    Department of Physics , Sungkyunkwan University , Rep. of Korea

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

    Department of Physics, Sungkyunkwan University, Rep. of Korea

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

  2. Christoph Tönnis Aachen III. Physikalisches Institut

    University of Utah · The University of Adelaide · Sungkyunkwan University · RWTH Aachen University

    Affiliation as printed

    Department of Physics and Astronomy, University of Utah, Salt Lake City, UT 84112, USA

    Department of Physics, Sungkyunkwan University, Rep. of Korea

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

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

  3. C. Rott corresponding Aachen III. Physikalisches Institut

    University of Utah · The University of Adelaide · Sungkyunkwan University · RWTH Aachen University

    Affiliation as printed

    Department of Physics and Astronomy, University of Utah, Salt Lake City, UT 84112, USA

    Department of Physics, Sungkyunkwan University, Rep. of Korea

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

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

  4. Jiwoong Lee Aachen III. Physikalisches Institut

    Sungkyunkwan University · RWTH Aachen University

    Affiliation as printed

    Department of Physics , Sungkyunkwan University , Rep. of Korea

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

    Department of Physics, Sungkyunkwan University, Rep. of Korea

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

  5. Minyeong Seo Aachen III. Physikalisches Institut

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

    Affiliation as printed

    Department of Physics , Sungkyunkwan University , Rep. of Korea

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

    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

    PoS(ICRC2023)1071 CamSim

  6. 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

    PoS(ICRC2023)1071 CamSim

  7. 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

  8. 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

    PoS(ICRC2023)1071 CamSim

  9. 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

  10. M. Ahlers

    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

    PoS(ICRC2023)1071 CamSim

  11. Jean-Marco Alameddine

    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

    PoS(ICRC2023)1071 CamSim

  12. 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

    PoS(ICRC2023)1071 CamSim

  13. 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

    PoS(ICRC2023)1071 CamSim

  14. 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

    PoS(ICRC2023)1071 CamSim

  15. 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

  16. 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

    PoS(ICRC2023)1071 CamSim

  17. 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

    PoS(ICRC2023)1071 CamSim

  18. 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

    PoS(ICRC2023)1071 CamSim

  19. 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

    PoS(ICRC2023)1071 CamSim

  20. Aswathi Balagopal V
  21. 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

    PoS(ICRC2023)1071 CamSim

  22. 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

    PoS(ICRC2023)1071 CamSim

  23. 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

    PoS(ICRC2023)1071 CamSim

  24. 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

  25. 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

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

  26. 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

  27. 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

    PoS(ICRC2023)1071 CamSim

  28. 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

    PoS(ICRC2023)1071 CamSim

  29. Charlotte Benning Aachen III. Physikalisches Institut

    Sungkyunkwan University · RWTH Aachen University

    Affiliation as printed

    Department of Physics , Sungkyunkwan University , Rep. of Korea

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

    Department of Physics, Sungkyunkwan University, Rep. of Korea

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

  30. 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

    PoS(ICRC2023)1071 CamSim

  31. 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

  32. 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

    PoS(ICRC2023)1071 CamSim

  33. 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

    PoS(ICRC2023)1071 CamSim

  34. 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

  35. 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

    PoS(ICRC2023)1071 CamSim

  36. 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

    PoS(ICRC2023)1071 CamSim

  37. 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

  38. Caterina Boscolo Meneguolo

    Chiba University

    Affiliation as printed

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

  39. 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

    PoS(ICRC2023)1071 CamSim

  40. 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

    PoS(ICRC2023)1071 CamSim

  41. Jakob Bottcher Aachen III. Physikalisches Institut

    Sungkyunkwan University · RWTH Aachen University

    Affiliation as printed

    Department of Physics , Sungkyunkwan University , Rep. of Korea

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

    Department of Physics, Sungkyunkwan University, Rep. of Korea

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

  42. Etienne Bourbeau

    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

    PoS(ICRC2023)1071 CamSim

  43. 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

    PoS(ICRC2023)1071 CamSim

  44. 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

  45. 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

    PoS(ICRC2023)1071 CamSim

  46. Ryan T. Burley

    University of Utah · The University of Adelaide

    Affiliation as printed

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

    Department of Physics and Astronomy , University of Utah , Salt Lake City , UT 84112 , USA

    Department of Physics and Astronomy, University of Utah, Salt Lake City, UT 84112, USA

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

  47. 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

    PoS(ICRC2023)1071 CamSim

  48. 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

    PoS(ICRC2023)1071 CamSim

  49. 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

    PoS(ICRC2023)1071 CamSim

  50. 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

  51. Erin Carnie-Bronca

    University of Utah · The University of Adelaide

    Affiliation as printed

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

    Department of Physics and Astronomy , University of Utah , Salt Lake City , UT 84112 , USA

    Department of Physics and Astronomy, University of Utah, Salt Lake City, UT 84112, USA

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

  52. 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

    PoS(ICRC2023)1071 CamSim

  53. Thien Nhan Chau

    Université Libre de Bruxelles

    Affiliation as printed

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

  54. 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

  55. 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

    PoS(ICRC2023)1071 CamSim

  56. 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

    PoS(ICRC2023)1071 CamSim

  57. 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

  58. 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

    PoS(ICRC2023)1071 CamSim

  59. 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

    PoS(ICRC2023)1071 CamSim

  60. 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

  61. A. Connolly

    The Ohio State University

    Affiliation as printed

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

    Dept. of Physics and Center

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

  62. 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

    PoS(ICRC2023)1071 CamSim

  63. Paul Coppin

    Vrije Universiteit Brussel · Chiba University

    Affiliation as printed

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

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

  64. Pablo Correa

    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

    PoS(ICRC2023)1071 CamSim

  65. 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

    PoS(ICRC2023)1071 CamSim

  66. 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

    PoS(ICRC2023)1071 CamSim

  67. Catherine DE CLERCQ

    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

    PoS(ICRC2023)1071 CamSim

  68. 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

    PoS(ICRC2023)1071 CamSim

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

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

    Affiliation as printed

    Department of Physics , Sungkyunkwan University , Rep. of Korea

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

    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

    PoS(ICRC2023)1071 CamSim

  71. 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

    PoS(ICRC2023)1071 CamSim

  72. 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

    PoS(ICRC2023)1071 CamSim

  73. 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

    PoS(ICRC2023)1071 CamSim

  74. Krijn D. de Vries

    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

    PoS(ICRC2023)1071 CamSim

  75. 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

    PoS(ICRC2023)1071 CamSim

  76. 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

    PoS(ICRC2023)1071 CamSim

  77. 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

    PoS(ICRC2023)1071 CamSim

  78. 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

    PoS(ICRC2023)1071 CamSim

  79. 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

    PoS(ICRC2023)1071 CamSim

  80. 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

    PoS(ICRC2023)1071 CamSim

  81. 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

    PoS(ICRC2023)1071 CamSim

  82. 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

    PoS(ICRC2023)1071 CamSim

  83. 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

    PoS(ICRC2023)1071 CamSim

  84. 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

    PoS(ICRC2023)1071 CamSim

  85. 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

    PoS(ICRC2023)1071 CamSim

  86. Sharif El Mentawi Aachen III. Physikalisches Institut

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

    Affiliation as printed

    Department of Physics , Sungkyunkwan University , Rep. of Korea

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

    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

    PoS(ICRC2023)1071 CamSim

  87. Dominik Elsässer

    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

    PoS(ICRC2023)1071 CamSim

  88. 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

    PoS(ICRC2023)1071 CamSim

  89. 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

    PoS(ICRC2023)1071 CamSim

  90. John Evans

    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

    PoS(ICRC2023)1071 CamSim

  91. 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

    PoS(ICRC2023)1071 CamSim

  92. 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

    PoS(ICRC2023)1071 CamSim

  93. 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

    PoS(ICRC2023)1071 CamSim

  94. 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

  95. 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

    PoS(ICRC2023)1071 CamSim

  96. 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

    PoS(ICRC2023)1071 CamSim

  97. 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

  98. 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

    PoS(ICRC2023)1071 CamSim

  99. 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

    PoS(ICRC2023)1071 CamSim

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