On the inverse problem for extragalactic cosmic ray nuclei with energies $10^{18}$ to $10^{20}$ eV
V.N.Zirakashvili, S.I.Rogovaya, V.S.Ptuskin, E.G.Klepach

TL;DR
This paper addresses the inverse problem of cosmic ray transport at ultra-high energies, using Auger data to infer source spectrum characteristics and discussing regularization methods for the ill-posed problem.
Contribution
It introduces a method to analyze the source spectrum of ultra-high energy cosmic rays through inverse problem techniques and regularization, based on Auger data.
Findings
Source spectrum shape inferred from Auger data
Regularization approach for ill-posed inverse problem
Constraints on cosmic ray composition and origin
Abstract
The inverse problem of cosmic ray transport of ultra-high energy cosmic rays is considered. The analysis of Auger data on energy spectrum, energy dependence of mean logarithm of atomic mass number and its variance allows definite conclusions on the shape of the source spectrum in the frameworks of the inverse problem approach. The discussion on regularization procedure for considered ill-posed problem is presented.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsAstrophysics and Cosmic Phenomena · Dark Matter and Cosmic Phenomena · Particle physics theoretical and experimental studies
