PhD candidate in the SIVERT project
Chair for Scientific Computing
University of Kaiserslautern-Landau (RPTU)
Bldg/Geb 36, Paul-Ehrlich-Strasse
67663 Kaiserslautern, Germany
Office: 36-409
Phone: +49 (0)631 205 5636
Email: tobias.kortus@rptu.de
Research Interests
- Machine Learning
- Reinforcement Learning
- Medical Physics (Proton computed tomography)
- Charged particle tracking
Talks
- Tracking of Proton Traces in a Digital Tracking Calorimeter using Reinforcement Learning, 13.05.2022 CERN, Geneva, Swizerland, website
- Towards Neural Charged Particle Tracking in Proton Computed Tomography with Reinforcement
Learning, 13.09.2022, Colymbari, Greece, website - Reinforcement Learning Algorithms for Charged Particle Tracking with Applications in Proton Computed Tomography, 30.01.2024 CERN, Geneva, Swizerland, website
Publications
2023
Towards Neural Charged Particle Tracking in Digital Tracking Calorimeters With Reinforcement Learning Journal Article
In: IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 45, no. 12, pp. 15820-15833, 2023.
Exploration of Differentiability in a Proton Computed Tomography Simulation Framework Journal Article
In: Physics in Medicine and Biology, vol. 68, no. 24, pp. 244002, 2023.
Uncertainty-aware spot rejection rate as quality metric for proton therapy using a digital tracking calorimeter Journal Article
In: Phys. Med. Biol., vol. 68, no. 194001, 2023.
The Bergen proton CT system Journal Article
In: Journal of Instrumentation, vol. 18, no. 2, 2023.
2021
Investigating particle track topology for range telescopes in particle radiography using convolutional neural networks Journal Article
In: Acta Oncologica, 1-6, 2021.