Date of Award
1-1-2015
Document Type
Dissertation
Degree Name
Ph.D.
Organizational Unit
Physics and Astronomy
First Advisor
Jonathan F. Ormes, Ph.D.
Second Advisor
John Krizmanic
Third Advisor
Davor Balzar
Fourth Advisor
Jennifer Hoffman
Fifth Advisor
Robert Stencel
Sixth Advisor
Rebecca Powell
Keywords
Boosted decision trees, Calorimetric Electron Telescope, Cosmic-rays, Fermi-LAT, Multivariate analysis, Particle identification
Abstract
Measurements of the cosmic ray electron spectrum have received much attention over the last decade as anomalies in both electron and positron observations have been detected independently by several experiments. The profound possible implications in the fields of high energy astrophysics and particle physics have allowed for many interpretations on the origin of these inconsistencies in the spectra. This research focuses on two space-borne cosmic radiation experiments at different stages in their mission lifetimes: the Calorimetric Electron Telescope (CALET) and the Fermi Large Area Telescope (LAT). We explore the proton-electron discriminating capabilities of the CALET instrument through Monte Carlo simulations. Additionally, we present our efforts in electron identification using dedicated information of the tracking region of the LAT, exploiting calibration data from the beam test campaign. Within both studies, we employ multivariate techniques to improve the identification of cosmic ray electrons from the vast background.
Publication Statement
Copyright is held by the author. User is responsible for all copyright compliance.
Rights Holder
Aaron James Worley
Provenance
Received from ProQuest
File Format
application/pdf
Language
en
File Size
138 p.
Recommended Citation
Worley, Aaron James, "Identification of High Energy Cosmic Ray Electrons Using Advanced Techniques in CALET and Fermi LAT" (2015). Electronic Theses and Dissertations. 1079.
https://digitalcommons.du.edu/etd/1079
Copyright date
2015
Discipline
Astrophysics, Particle Physics
Included in
Astrophysics and Astronomy Commons, Elementary Particles and Fields and String Theory Commons