Statistical methods applied to composition studies of ultrahigh energy cosmic rays
arXiv:astro-ph/0703582 · doi:10.1016/j.astropartphys.2007.07.003
Abstract
The mass composition of high energy cosmic rays above eV is a crucial issue to solve some open questions in astrophysics such as the acceleration and propagation mechanisms. Unfortunately, the standard procedures to identify the primary particle of a cosmic ray shower have low efficiency mainly due to large fluctuations and limited experimental observables. We present a statistical method for composition studies based on several measurable features of the longitudinal development of the CR shower such as , , asymmetry, skewness and kurtosis. Principal component analysis (PCA) was used to evaluate the relevance of each parameter in the representation of the overall shower features and a linear discriminant analysis (LDA) was used to combine the different parameters to maximize the discrimination between different particle showers. The new parameter from LDA provides a separation between primary gammas, proton and iron nuclei better than the procedures based on only. The method proposed here was successfully tested in the energy range from to eV even when limitations of shower track length were included in order to simulate the field of view of fluorescence telescopes.
References in corpus (11)
- On astrophysical solution to ultra high energy cosmic rays
- A Study of the Composition of Ultra High Energy Cosmic Rays Using the High Resolution Fly's Eye
- A Multi-Component Measurement of the Cosmic Ray Composition Between 10^{17} eV and 10^{18} eV
- On the transition from Galactic to extragalactic cosmic-rays: spectral and composition features from two opposite scenarios
- Extensive Air Shower Simulations at the Highest Energies
- Automatic Redshift Determination by use of Principal Component Analysis --- I: Fundamentals
- Mass Composition of Cosmic Rays in the Range 2 x 10^17 - 3 x 10^18 Measured with Haverah Park Array
- A Principal Component Analysis approach to the Star Formation History of elliptical galaxies in Compact Groups
- Spectral diversity of Type Ia Supernovae
- KASCADE: Astrophysical results and tests of hadronic interaction models
- The shower size parameter as estimator of extensive air shower energy in fluorescence telescopes