Clustering analysis for muon tomography data elaboration in the Muon Portal project
Creators
- 1. Dept. of Physics and Astronomy, University of Catania (Italy)
- 2. INAF, Astrophysics Observatory of Catania (Italy)
Description
Clustering analysis is one of multivariate data analysis techniques which allows to gather statistical data units into groups, in order to minimize the logical distance within each group and to maximize the one between different groups. In these proceedings, the authors present a novel approach to the muontomography data analysis based on clustering algorithms. As a case study we present the Muon Portal project that aims to build and operate a dedicated particle detector for the inspection of harbor containers to hinder the smuggling of nuclear materials. Clustering techniques, working directly on scattering points, help to detect the presence of suspicious items inside the container, acting, as it will be shown, as a filter for a preliminary analysis of the data. (paper)
Availability note (English)
Available from http://dx.doi.org/10.1088/1742-6596/608/1/012046Additional details
Identifiers
Publishing Information
- Journal Title
- Journal of Physics. Conference Series (Online)
- Journal Volume
- 608
- Journal Issue
- 1
- Journal Page Range
- [9 p.]
- ISSN
- 1742-6596
Conference
- Title
- 16. international workshop on advanced computing and analysis techniques in physics research
- Acronym
- ACAT2014
- Dates
- 1-5 Sep 2014
- Place
- Prague (Czech Republic)
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 47120636
- Subject category
- S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS; S97: MATHEMATICAL METHODS AND COMPUTING;
- Resource subtype / Literary indicator
- Conference
- Descriptors DEI
- ALGORITHMS; DATA ANALYSIS; DISTANCE; DISTRIBUTED DATA PROCESSING; MULTIVARIATE ANALYSIS; MUONS; RADIATION DETECTORS; TOMOGRAPHY
- Descriptors DEC
- DATA PROCESSING; DIAGNOSTIC TECHNIQUES; ELEMENTARY PARTICLES; FERMIONS; LEPTONS; MATHEMATICAL LOGIC; MATHEMATICS; MEASURING INSTRUMENTS; PROCESSING; STATISTICS