SIVERT Publications
Uncertainty-aware spot rejection rate as quality metric for proton therapy using a digital tracking calorimeter
Alexander Schilling, Max Aehle, Christoph Garth, Nicolas R. Gauger, Ralf Keidel, Tobias Kortus, Viktor Leonhardt, Raju Ningappa Mulawade, Steffen Wendzel, Alexander Wiebel, Sebastian Zillien, et al.
Physics in Medicine & Biology. Bd. 68. H. 19. IOP Publishing 2023 S. 194001
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Towards Neural Charged Particle Tracking in Digital Tracking Calorimeters with Reinforcement Learning
T. Kortus, R. Keidel, N. R. Gauger and on behalf of the Bergen pCT collaboration
IEEE Transactions on Pattern Analysis and Machine Intelligence
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A High-Granularity Digital Tracking Calorimeter Optimized for Proton CT
Alme, Johan; Barnaföldi, Gergely Gábor; Keidel, Ralf et al.
Frontiers in Physics. Vol. 8. Frontiers Media SA 2020 pp. 1 - 30
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Investigating particle track topology for range telescopes in particle radiography using convolutional neural networks
Pettersen, Helge Egil Seime; Aehle, Max; Alme, Johan et al.
Acta Oncologica. Vol. 60(11). Taylor & Francis 2021 pp. 1413-1418
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Saliency Clouds: Visual Analysis of Point Cloud-oriented Deep Neural Networks in DeepRL for Particle Physics
Mulawade, Raju Ningappa; Garth, Christoph; Wiebel, Alexander; on behalf of the Bergen pCT Collaboration
In Proceedings of Machine Learning Methods in Visualisation for Big Data (2022), D. Archambault, J. Peltonen, and I. Nabney (Editors). The Eurographics Association. 2022.
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Semi-Automatic Particle Tracking for and Visualization of Particle Detector Data
Eschbach, Robin; Messerschmidt, Kai; Keidel, Ralf; Wiebel, Alexander; on behalf of the Bergen pCT Collaboration
In Proceedings Vision, Modeling, and Visualization (2022) J. Bender, M. Botsch, and D. Keim (Editors). The Eurographics Association. 2022. Accepted.
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Tracking of Proton Traces in a Digital Tracking Calorimeter using Reinforcement Learning
Kortus, Tobias; Keidel, Ralf; Nicolas R. Gauger; on behalf of the Bergen pCT Collaboration
CERN. 2022.
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Derivatives in Proton CT
Max Aehle, Christoph Garth, Nicolas R. Gauger, Ralf Keidel, Tobias Kortus, Viktor Leonhardt, Raju Ningappa Mulawade, Alexander Schilling, Steffen Wendzel, Alexander Wiebel, Sebastian Zillien, et al.
arXiv preprint, 2022.
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The Bergen proton CT system
M. Aehle, V. Eikeland, C. Garth, N.R. Gauger, R. Keidel, T. Kortus, V. Leonhardt, R.N. Mulawade, A. Schilling, S. Wendzel, A. Wiebel, S. Zillien, et al., on behalf of the Bergen pCT collaboration
Journal of Instrumentation, 18:C02051, 2023.
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Visual Analytics System for Understanding DeepRL-Based Charged Particle Tracking
Raju N. Mulawade, Christoph Garth, Alexander Wiebel, on bahlf of the Bergen pCT collaboration
The Visual Computer. To appear 2024.

Visual Analytics for the Explainability of DeepRL-based Charged Particle Tracking
Raju N. Mulawade, Christoph Garth, Alexander Wiebel, on bahlf of the Bergen pCT
Poster at Workshop "Explainable and Interpretable Artificial Intelligence/Machine Learning". Kaiserslautern. 2023.