• Home
  • Search
  • Characterizing Cosmic-Ray Nuclei with the RadMap Telescope using Neural Networks
  • https://doi.org/10.22323/1.501.0094Copy DOI Icon

Characterizing Cosmic-Ray Nuclei with the RadMap Telescope using Neural Networks

  • Sep 23, 2025
  • Luise Meyer-Hetling +3 more
Show More
  • Abstract
  • Literature Map
  • Similar Papers
Abstract

Detailed knowledge of the radiation environment in space is an indispensable prerequisite for space missions in low Earth orbit and beyond. The RadMap Telescope is a compact radiation monitor that can characterize the radiation environment aboard spacecraft and determine the biologically relevant dose received by astronauts. Its main sensor is a tracking calorimeter made from 1024 scintillating-plastic fibers of alternating orientation and silicon photomultipliers. It allows the three-dimensional tracking and identification of cosmic-ray nuclei by measurement of their energy-deposition profiles. The properties of nuclei traversing the detector are reconstructed using a neural-network-based analysis framework. In this contribution, we describe the three consecutive convolutional networks that we use to determine the track parameters, charge, and initial kinetic energy of each nucleus as well as the challenges of a network-based analysis approach. We demonstrate the capabilities of our framework with networks trained and evaluated on simulated data and show that the achieved performance is in agreement with the requirements of radiation monitoring. Finally, we discuss the significance of our results and the limitations of both the analysis framework and the detector.

Similar Papers
  • Research Article
  • Citations5

Comparison of dose and risk estimates between ISS Partner Agencies for a 30-day lunar mission

  • Nov 28, 2023
  • Zeitschrift fuer Medizinische Physik
  • Mark R Shavers +11
  • Research Article
  • Citations12

Research progress of space radiation protection technologies in manned deep space exploration missions

  • Jun 04, 2019
  • Chinese Science Bulletin
  • Lei Zhao +5
  • Research Article

Low-Thrust Propulsion and Drift Orbit Optimization for Multi-Client Servicing Missions in Low Earth Orbit

  • Mar 24, 2026
  • The Journal of the Astronautical Sciences
  • Riccardo Apa +2
  • Research Article

Design and Performance Analysis of GPS Based Precise Relative Navigation for Rendezvous and Formation Flying Missions in Low Earth Orbit

  • Jan 01, 2010
  • TRANSACTIONS OF THE JAPAN SOCIETY FOR AERONAUTICAL AND SPACE SCIENCES, AEROSPACE TECHNOLOGY JAPAN
  • Toru Yamamoto
  • Research Article
  • Citations43

Robust and precise baseline determination of distributed spacecraft in LEO

  • Oct 09, 2015
  • Advances in Space Research
  • Gerardo Allende-Alba +1
  • Conference Article
  • Citations7

GPS Orbit Determination for Micro-Satellites - The PROBA-2 Flight Experience

  • Jun 14, 2010
  • Oliver Montenbruck +3
  • Research Article
  • Citations26

Satellite Miniaturization Techniques for Space Sensor Networks

  • Mar 01, 2009
  • Journal of Spacecraft and Rockets
  • David J Barnhart +2
  • Research Article
  • Citations2

ESA's current approaches to end-of-life strategies for HEO missions

  • Sep 01, 2023
  • Journal of Space Safety Engineering
  • Francesca Letizia +5
  • Research Article
  • Citations22

Radiation-Induced Degradation Analysis and Reliability Modeling of COTS ADCs for Space-Borne Miniature Fiber-Optic Gyroscopes

  • Jan 01, 2021
  • IEEE Transactions on Instrumentation and Measurement
  • Kun Ma +6
  • Research Article
  • Citations6

Near‐Real‐Time Situational Awareness of Space Radiation Hazards

  • Oct 01, 2012
  • Space Weather
  • Nathan Schwadron
  • PDF
  • Research Article
  • Citations22

Genome and clonal hematopoiesis stability contrasts with immune, cfDNA, mitochondrial, and telomere length changes during short duration spaceflight

  • Jan 08, 2024
  • Precision Clinical Medicine
  • J Sebastian Garcia-Medina +42
  • Conference Article
  • Citations2

Design of Electrostatic Discharge Test System Induced by Electromagnetic Field in Space Radiation Environment

  • Nov 01, 2019
  • Xining Xie +2
  • Research Article
  • Citations2

Radiation induced cardiovascular disease: An odyssey of bedside-bench-bedside approach

  • Jul 22, 2020
  • Life Sciences in Space Research
  • Rishi Rikhi +6
  • Research Article
  • Citations19

Operational support to collision avoidance activities by ESA’s space debris office

  • May 06, 2016
  • CEAS Space Journal
  • V Braun +6
  • Research Article

Foodomics of Rice Grains in Astrobiology: Spaceflight-Induced Modulation of Aroma, Texture, and Protein Digestibility in Thai Landrace Rice (466HM) Aboard the Shijian-19 (SJ-19) Low Earth Orbit Mission.

  • Feb 10, 2026
  • Life (Basel, Switzerland)
  • Tatpong Tulyananda +13
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.