A Method of Searching for Origins of Cosmic Rays correcting for Galactic Magnetic Field Deflections and Charge Composition
Creators
- 1. III. Physikalisches Institut A, RWTH Aachen University (Germany)
Description
We present a new method of searching for origins of ultra-high energy cosmic rays directly from observed data. We include corrections for deflections in the galactic magnetic field according to the individual cosmic ray charges. The analysis procedure is iterative and consists of the following steps. Initially, we assign to each cosmic ray a charge hypothesis and apply corresponding corrections for the galactic field to obtain directions outside our galaxy. We then search for directions indicating an enhanced cosmic ray arrival probability using a clustering algorithm. The cluster directions form a set of source candidates. Hereafter, the initial charge assignments of the cosmic rays are disregarded, and a stacked source analysis is performed to evaluate the validity of the set of source candidates. The consistency of the observed cosmic rays with the expected arrival probability distributions on Earth is used in a likelihood ratio method on one hand for the evaluation of the set of source candidates, and on the other hand for assigning charges to each cosmic ray. The procedure can be repeated optimizing for the most likely set of sources. We present the method and its performance using a simulated astrophysical scenario.
Availability note (English)
Available from: https://www.dpg-verhandlungen.de/Additional details
Identifiers
Publishing Information
- Journal Title
- Verhandlungen der Deutschen Physikalischen Gesellschaft
- Journal Issue
- Wuerzburg 2018 issue
- Journal Page Range
- [1 p.]
- ISSN
- 0420-0195
- CODEN
- VDPEAZ
Conference
- Title
- DPG Spring meeting 2018 of the Section Matter and Cosmos (SMuK) with the Division of Physics Education and the working groups Equal Opportunities, Industry and Economics, Young DPG, Physics, Modern Information Technology and Artificial Intelligence
- Original Conference Title
- DPG-Fruehjahrstagung 2018 der Sektion Materie und Kosmos (SMuK) mit dem Fachverband Didaktik der Physik und den Arbeitskreisen Chancengleichheit, Industrie und Wirtschaft, Junge DPG, Physik, moderne Informationstechnologie und Kuenstliche Intelligenz
- Dates
- 19-23 Mar 2018
- Place
- Wuerzburg (Germany)
INIS
- Country of Publication
- Germany
- Country of Input or Organization
- Germany
- INIS RN
- 50068092
- Subject category
- S46: INSTRUMENTATION RELATED TO NUCLEAR SCIENCE AND TECHNOLOGY;
- Resource subtype / Literary indicator
- Conference
- Descriptors DEI
- ALGORITHMS; CHARGED PARTICLE DETECTION; CORRECTIONS; COSMIC RAY DETECTION; COSMIC RAY PROPAGATION; COSMIC RAY SOURCES; DATA ANALYSIS; INTERSTELLAR MAGNETIC FIELDS; ITERATIVE METHODS; MAXIMUM-LIKELIHOOD FIT; MILKY WAY; OPTIMIZATION; PERFORMANCE; SIMULATION
- Descriptors DEC
- CALCULATION METHODS; DATA PROCESSING; DETECTION; GALAXIES; MAGNETIC FIELDS; MATHEMATICAL LOGIC; MATHEMATICAL SOLUTIONS; NUMERICAL SOLUTION; PROCESSING; RADIATION DETECTION
Optional Information
- Notes
- Session: T 7.7 Mo 17:35; Also available as printed version: Verhandlungen der Deutschen Physikalischen Gesellschaft v. 53(4)