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Related papers: Cosmic-Ray Mass Composition around the Knee via Pr…

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The origin of the knee in the energy spectrum of cosmic rays is an outstanding problem in astroparticle physics. Numerous mechanisms have been proposed to explain the structure in the all-particle spectrum. In the article basic ideas of…

Astrophysics · Physics 2015-06-24 Joerg R. Hoerandel

Elemental abundance patterns can provide vital clues to the formation and enrichment history of a stellar population. Here we present an investigation of the Galactic bulge, where we apply principal component abundance analysis (PCAA)---a…

Astrophysics of Galaxies · Physics 2012-08-31 Brett H. Andrews , David H. Weinberg , Jennifer A. Johnson , Thomas Bensby , Sofia Feltzing

In this paper, we implement Principal Component Analysis (PCA) to study the single particle distributions generated from thousands of {\tt VISH2+1} hydrodynamic simulations with an aim to explore if a machine could directly discover flow…

Nuclear Theory · Physics 2020-01-08 Ziming Liu , Wenbin Zhao , Huichao Song

A new extensive air shower (EAS) experiment has been installed at the laboratory site of the Forschungszentrum Karlsruhe. The major goal of the experiment is to determine the chemical composition in the energy range around and above the…

Astrophysics · Physics 2007-05-23 KASCADE Collaboration , K. -H. Kampert

We perform a fit to measurements of the cosmic ray spectrum and of the depth of shower maximum in the energy range between $10^{15}$~eV and $10^{18}$~eV. We consider a Galactic component that is a mixture of five representative nuclear…

High Energy Astrophysical Phenomena · Physics 2019-03-15 Silvia Mollerach , Esteban Roulet

Analyzing simulated extensive air shower (EAS) events generated with the Monte Carlo code CORSIKA, this paper critically studies the characteristics of lateral distribution of electrons in EAS around the knee energy region of the energy…

High Energy Astrophysical Phenomena · Physics 2016-11-15 Rajat K. Dey , Sandip Dam

Primary Cosmic Ray Chemical Composition is investigated in energy region close to 10**16 eV. Studies are based on comparisons of gamma-hadron families observed by Pamir and Pamir-Chacaltaya Collaboration, with families generated by means of…

High Energy Physics - Experiment · Physics 2007-05-23 Maia Kalmakhelidze , Nina Roinishvili , Manana Svanidze

Baryonic effects are amongst the most severe systematics to the tomographic analysis of weak lensing data which is the principal probe in many future generations of cosmological surveys like LSST, Euclid etc.. Modeling or parameterizing…

Cosmology and Nongalactic Astrophysics · Physics 2018-08-29 Irshad Mohammed , Nickolay Y. Gnedin

In this paper we review air shower data related to the mass composition of cosmic rays above 10$^{15}$ eV. After explaining the basic relations between air shower observables and the primary mass and energy of cosmic rays, we present…

High Energy Astrophysical Phenomena · Physics 2015-06-03 Karl-Heinz Kampert , Michael Unger

The detection of high-energy cosmic rays above a few hundred TeV is realized by the observation of extensive air-showers. By using the multi-detector setup of KASCADE-Grande, energy spectrum, elemental composition, and anisotropies of…

A new method of determining Primary Cosmic Ray mass composition is proposed. The method is based on quasi-localization of the integral equation for the Extensive Air Showers spectrum versus the total number of high energy muons ($E_\mu…

High Energy Physics - Phenomenology · Physics 2013-11-19 Yu. F. Novoseltsev , G. M. Vereshkov

We focus on the primary composition of cosmic rays with the highest energies that cause extensive air showers in the Earth's atmosphere. A way of examining the two lowest order moments of the sample distribution of the depth of shower…

High Energy Astrophysical Phenomena · Physics 2016-01-08 Dalibor Nosek , Jan Ebr , Jakub Vícha , Petr Trávníček , Jana Nosková

The determination of the primary cosmic ray mass composition from the longitudinal development of atmospheric cascades is still a debated issue. In this work we discuss several data analysis methods and show that if the entire information…

Astrophysics · Physics 2009-11-13 M. Ambrosio , C. Aramo , C. Donalek , D. D'Urso , A. D. Erlykin , F. Guarino , A. Insolia , G. Longo

A very important issue concerning protostellar jets is the mechanism behind their formation. Obtaining information on the region at the base of a jet can shed light into the subject and some years ago this has been done through a search for…

Solar and Stellar Astrophysics · Physics 2015-08-06 A. H. Cerqueira , J. Reyes-Iturbide , F. De Colle , M. J. Vasconcelos

In this paper, we used the Monte Carlo code CRPropa version 2.0 to simulate the propagation of UHE cosmic rays. In the simulation, uniform cosmic ray sources with spectral indices of {\alpha} = 1.4, {\alpha} = 2 and Emax = 1021 eV for pure…

High Energy Astrophysical Phenomena · Physics 2014-07-15 Gohar Rastegarzade , Bahare Parvizi

The concept of Universal Shower Profile is used to characterize the average behavior of high energy cosmic rays. The shape variables contain important information about composition. They are independent of the primary cross-section by…

High Energy Physics - Phenomenology · Physics 2012-09-27 Sofia Andringa , Ruben Conceição , Francisco Diogo , Mário Pimenta

CAKE (Cosmic Abundances below Knee Energies) was a prototype balloon experiment for the determination of the charge spectra and of abundances of the primary cosmic-rays (CR) with Z$>$10. It was a passive instrument made of layers of CR39…

High Energy Astrophysical Phenomena · Physics 2015-05-14 S. Cecchini , T. Chiarusi , G. Giacomelli , E. Medinaceli , L. Patrizii , G. Sirri , V. Togo

Probabilistic principal component analysis (PPCA) seeks a low dimensional representation of a data set in the presence of independent spherical Gaussian noise, Sigma = (sigma^2)*I. The maximum likelihood solution for the model is an…

Machine Learning · Statistics 2011-06-23 Alfredo A. Kalaitzis , Neil D. Lawrence

Principal component analysis (PCA) is often used for analyzing data in the most diverse areas. In this work, we report an integrated approach to several theoretical and practical aspects of PCA. We start by providing, in an intuitive and…

Computational Engineering, Finance, and Science · Computer Science 2021-06-09 Felipe L. Gewers , Gustavo R. Ferreira , Henrique F. de Arruda , Filipi N. Silva , Cesar H. Comin , Diego R. Amancio , Luciano da F. Costa

The sensitivity to the mass composition as well as the reconstruction of the energy of the primary particle are explored here by leveraging the features of the radio lateral distribution function. For the purpose of this analysis, a set of…

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