Depth of Ultra High Energy Cosmic Ray Induced Air Shower Maxima Measured by the Telescope Array Black Rock and Long Ridge FADC Fluorescence Detectors and Surface Array in Hybrid Mode
arXiv:1801.09784 · doi:10.3847/1538-4357/aabad7
Abstract
The Telescope Array observatory utilizes fluorescence detectors and surface detectors to observe air showers produced by ultra high energy cosmic rays in the Earth's atmosphere. Cosmic ray events observed in this way are termed hybrid data. The depth of air shower maximum is related to the mass of the primary particle that generates the shower. This paper reports on shower maxima data collected over 8.5 years using the Black Rock Mesa and Long Ridge fluorescence detectors in conjunction with the array of surface detectors. We compare the means and standard deviations of the observed distributions with Monte Carlo distributions of unmixed protons, helium, nitrogen, and iron, all generated using the QGSJet~II-04 hadronic model. We also perform an unbinned maximum likelihood test of the observed data, which is subjected to variable systematic shifting of the data distributions to allow us to test the full distributions, and compare them to the Monte Carlo to see which elements are not compatible with the observed data. For all energy bins, QGSJet~II-04 protons are found to be compatible with Telescope Array hybrid data at the 95% confidence level after some systematic shifting of the data. Three other QGSJet~II-04 elements are found to be compatible using the same test procedure in an energy range limited to the highest energies where data statistics are sparse.
arXiv comment39 pages, 18 figures, 5 tables, published in The Astrophysical Journal. This is a peer-reviewed, un-copyedited version of an article published in The Astrophysical Journal. IOP Publishing Ltd is not responsible for any errors or omissions in this version of the manuscript or any version derived from it. The Version of Record is available online at https://doi.org/10.3847/1538-4357/aabad7
References in corpus (27)
- EPOS LHC : test of collective hadronization with LHC data
- Monte Carlo treatment of hadronic interactions in enhanced Pomeron scheme: I. QGSJET-II model
- First Observation of the Greisen-Zatsepin-Kuzmin Suppression
- Observation of the suppression of the flux of cosmic rays above 4x10^19eV
- Measurement of the Depth of Maximum of Extensive Air Showers above 10^18 eV
- Measurements of the Cosmic Ray Composition with Air Shower Experiments
- The surface detector array of the Telescope Array experiment
- Depth of Maximum of Air-Shower Profiles at the Pierre Auger Observatory: Measurements at Energies above 10^17.8 eV
- New air fluorescence detectors employed in the Telescope Array experiment
- Indications of Proton-Dominated Cosmic Ray Composition above 1.6 EeV
- The Cosmic Ray Energy Spectrum Observed with the Surface Detector of the Telescope Array Experiment
- Study of Ultra-High Energy Cosmic Ray Composition Using Telescope Array's Middle Drum Detector and Surface Array in Hybrid Mode
- Measurement of the Cosmic Ray Energy Spectrum and Composition from 10^{17} to 10^{18.3} eV Using a Hybrid Fluorescence Technique
- Models of the Knee in the Energy Spectrum of Cosmic Rays
- Measurement of the cosmic ray energy spectrum with IceTop-73
- Hadronic Multiparticle Production at Ultra-High Energies and Extensive Air Showers
- A dip in the UHECR spectrum and the transition from galactic to extragalactic cosmic rays
- Implications of the cosmic ray spectrum for the mass composition at the highest energies
- A Measurement of the Cosmic Ray Spectrum and Composition at the Knee
- Measurement of the pressure dependence of air fluorescence emission induced by electrons
- A multi-flow model for microquasars
- Precise measurement of the absolute fluorescence yield of the 337 nm band in atmospheric gases
- Air fluorescence measurements in the spectral range 300-420 nm using a 28.5 GeV electron beam
- Status of QGSJET
- Disappointing model for ultrahigh-energy cosmic rays
- Comparison of the moments of the Xmax distribution predicted by different cosmic ray shower simulation models
- The energy spectrum of all-particle cosmic rays around the knee region observed with the Tibet-III air-shower array
Cited by in corpus (68)
- IceCube-Gen2: The Window to the Extreme Universe
- Open Questions in Cosmic-Ray Research at Ultrahigh Energies
- Determining the fraction of cosmic-ray protons at ultra-high energies with cosmogenic neutrinos
- Ultra-High-Energy Cosmic Rays: The Intersection of the Cosmic and Energy Frontiers
- The Payload for Ultrahigh Energy Observations (PUEO): A White Paper
- An extremely energetic cosmic ray observed by a surface detector array
- Cosmic Ray Models
- Mass composition of ultra-high-energy cosmic rays with the Telescope Array Surface Detector Data
- The Cosmic-Ray Composition between 2 PeV and 2 EeV Observed with the TALE Detector in Monocular Mode
- Ultrahigh-energy cosmic-ray nuclei and neutrinos from engine-driven supernovae
- Revisiting ultrahigh-energy constraints on decaying super-heavy dark matter
- Observation of night-time emissions of the Earth in the near UV range from the International Space Station with the Mini-EUSO detector
- Performance and science reach of POEMMA for ultrahigh-energy particles
- Mass composition of cosmic rays above 0.1 EeV by the Yakutsk array data
- Measurement of the Proton-Air Cross Section with Telescope Array's Black Rock Mesa and Long Ridge Fluorescence Detectors, and Surface Array in Hybrid Mode
- Modeling the spectrum and composition of ultrahigh-energy cosmic rays with two populations of extragalactic sources
- UHECR mass composition at highest energies from anisotropy of their arrival directions
- Energetics of ultrahigh-energy cosmic-ray nuclei
- Depth of maximum of air-shower profiles: testing the compatibility of measurements performed at the Pierre Auger Observatory and the Telescope Array experiment
- Impact of using the ultra-high-energy cosmic ray arrival energies to constrain source associations
- On the synthesis of heavy nuclei in protomagnetar outflows and implications for ultra-high energy cosmic rays
- High-energy neutrino emission from magnetised jets of rapidly rotating protomagnetars
- Superheavy dark matter from the natural inflation in light of the highest-energy astroparticle events
- Differences Between the Pierre Auger Observatory and Telescope Array Spectra: Systematic Effects or Indication of a Local Source of Ultra-High-Energy Cosmic Rays?
- Ultra high energy cosmic rays from super-heavy dark matter in the context of large exposure observatories
- Developments and results in the context of the JEM-EUSO program obtained with the ESAF Simulation and Analysis Framework
- Using Deep Learning to Enhance Event Geometry Reconstruction for the Telescope Array Surface Detector
- Determination of the Cosmic-Ray Chemical Composition: Open Issues and Prospects
- Mass Composition of UHECRs from Distributions Recorded by the Pierre Auger and Telescope Array Observatories
- Systematic exploration of heavy element nucleosynthesis in protomagnetar outflows
- The spectra and composition of Ultra High Energy Cosmic Rays and the measurement of the proton-air cross section
- Search for point sources of ultra-high energy photons with the Telescope Array surface detector
- Lower limit on the ultra-high-energy proton-to-helium ratio from the measurements of the tail of distribution
- Muon puzzle in ultra-high energy EASs according to Yakutsk array and Auger experiment data
- Search for ultra high energy cosmic rays from radiogalaxy Virgo A
- Status of the Yakutsk air shower array and future plans
- Parametrization of the angular distribution of Cherenkov light in air showers
- On the parametrization of the distributions of depth of shower maximum of ultra-high energy extensive air showers
- The Unreasonable Effectiveness of the Air-Fluorescence Technique in Determining the EAS Shower Maximum
- The Knee and the Second Knee of the Cosmic-Ray Energy Spectrum
- Deep learning method for identifying mass composition of ultra-high-energy cosmic rays
- Evidence for UHECR origin in starburst galaxies
- Probing new physics with high-multiplicity events: UHE neutrinos at air-shower detector arrays
- Abnormal threshold behaviors of photo-pion production off the proton in the GZK region
- Ultraheavy Ultrahigh-Energy Cosmic Rays
- Zenith-Angular Characteristics of Particles in EASs with eV According to the Yakutsk Array Data
- In-ice Askaryan Emission from Air Showers: Implications for Radio Neutrino Detectors
- The highest energy cosmic rays: the past, the present and the future
- Measurements of UHECR Mass Composition by Telescope Array
- Telescope Array Hybrid Composition and Auger-TA Composition Comparison
- UHECRs mass composition from distributions
- Towards solving the mass-composition problem in ultra high energy cosmic rays
- Ultra-high energy event KM3-230213A as a cosmogenic neutrino in light of minimal UHECR flux models
- Bilateral constraints on proton Lorentz violation effects
- The Greisen Function and its Ability to Describe Air-Shower Profiles
- Performance of RHICf detector during operation in 2017
- Simulation study on the effects of diffractive collisions on the prediction of the observables in ultra-high-energy cosmic ray experiments
- Restoration of azimuthal symmetry of muon densities in extended air showers
- Cosmic ray mass composition measurement in the energy range from eV to eV observed with the TALE hybrid detector
- Propagation of ultra-high-energy cosmic rays in the magnetized cosmic web
- A new basic air shower observable sensitive to the cosmic-ray elemental mass
- Ultra high-energy cosmic rays from beyond the Greisen-Zatsepin-Kuz'min horizon
- The puzzle of composition of cosmic rays with energies (2-12.5) EeV according to muon detectors data of the Yakutsk EAS array
- Study of Galactic interactions and propagation properties of ultrahigh energy cosmic rays using the precision spectrum from the Pierre Auger Observatory
- Modelling Cosmic Rays Flux with Pierre Auger and Telescope Array Data in and Theories of Gravity
- Ultra-high energy cosmic rays with UFA-15 source model in Bumblebee gravity theory
- Energy spectrum and mass composition of the primary cosmic rays based on the intensity of muon bundles detected in the NEVOD-DECOR experiment
- Observing ultra-high energy cosmic rays with prototypes of the Fluorescence detector Array of Single-pixel Telescopes (FAST) in both hemispheres