Published May 22, 2015 | Version v1
Journal article

Clustering analysis for muon tomography data elaboration in the Muon Portal project

  • 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/10.1088/1742-6596/608/1/012046

Additional details

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