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Reducing spatial discretization error on coarse CFD simulations using an openFOAM-embedded deep learning framework2024 Engineering With Computers article Physics and Astronomy Model Reduction and Neural Networks Open access
Jesus Gonzalez-Sieiro, David Pardo, Vincenzo Nava, Victor M. Calo, Markus Towara
5citations -
Enhancing searches for astrophysical neutrino sources in IceCube with machine learning and improved spatial modeling2025 International Cosmic Ray Conference conference-paper Physics and Astronomy Astrophysics and Cosmic Phenomena Open access
Leo Seen, Tianlu Yuan, Lu Lü, Matthias Thiesmeyer, Albrecht Karle, M. Ackermann, +89 more
0citations -
Automated generation of mechanistic models for chemical process digital twins using reinforcement learning part II: Compartmentalization and learning-based recalibration2025 Computers & Chemical Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
Jan-Frederic Laub, Jiyizhe Zhang, Mathis Heyer, Alexei A. Lapkin
8citations -
Deep learning framework for enhanced neutrino reconstruction of single-line events in the ANTARES telescope2026 Machine Learning Science and Technology article Physics and Astronomy Neutrino Physics Research Open access
A. Albert, S. Alves Garre, M. Ardid, J.J. Aubert, J. Aublin, B. Baret, +90 more
0citations -
Identification of multicomponent LOFAR sources with multimodal deep learning2024 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Radio Astronomy Observations and Technology Open access
L. Alegre, P. N. Best, J. Sabater, Huub J. A. Röttgering, M. J. Hardcastle, Wendy L. Williams
3citations -
A Physics-Informed Meta-Learning Framework for the Continuous Solution of Parametric PDEs on Arbitrary Geometries2025 arXiv (Cornell University) preprint Physics and Astronomy Model Reduction and Neural Networks Open access
Reza Najian Asl, Yusuke Yamazaki, Kianoosh Taghikhani, Mayu Muramatsu, Markus Apel, Shahed Rezaei
1citations -
Identifying Physical Structures in Our Galaxy with Gaussian Mixture Models: An Unsupervised Machine Learning Technique2023 The Astrophysical Journal article Physics and Astronomy Astrophysics and Star Formation Studies Open access
M. Tiwari, Rens Kievit, S. Kabanovic, Lars Bonne, Fabrizio Falasca, C. Guevara, +11 more
3citations -
Identifying physical structures in our Galaxy with Gaussian Mixture Models: An unsupervised machine learning technique2023 arXiv (Cornell University) preprint Physics and Astronomy Astrophysics and Star Formation Studies Open access
M. Tiwari, Rogier Kievit, S. Kabanovic, Lars Bonne, Fabrizio Falasca, C. Guevara, +11 more
0citations -
Deep Learning-based Non-rigid Image Registration for High-dose Rate Brachytherapy in Inter-fraction Cervical Cancer2022 Journal of Imaging Informatics in Medicine article Physics and Astronomy Advanced Radiotherapy Techniques Open access
Mohammad Salehi, Alireza Vafaei Sadr, Seied Rabi Mahdavi, Hossein Arabi, Isaac Shiri, Reza Reiazi
27citations -
Organised Randoms: Learning and correcting for systematic galaxy clustering patterns in KiDS using self-organising maps2021 Springer Link (Chiba Institute of Technology) article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access
Harry Johnston, Angus H. Wright, Benjamin Joachimi, Maciej Bilicki, Nora Elisa Chisari, Andrej Dvornik, +7 more
16citations -
SUB-MILLIMETER PROTON RANGE VERIFICATION USING MACHINE LEARNING METHODS WITH A 1D CODED-MASK GAMMA CAMERA2026 International Journal of Particle Therapy article Physics and Astronomy Radiation Detection and Scintillator Technologies Open access
Philippe Clement, Alexander Fenger, Ronja Hetzel, Monika Kercz, Katarzyna Rusiecka, A. Stahl, +2 more
0citations -
Applications of Machine Learning Algorithms In Processing Terahertz Spectroscopic Data2020 arXiv (Cornell University) preprint Physics and Astronomy Radio Astronomy Observations and Technology Open access
P. F. Goldsmith, Volker Tolls, R. F. Shipman, Craig A. Kulesa, W. L. Peters, Christopher K. Walker, +1 more
0citations -
AutoSourceID-Classifier. Star-Galaxy Classification using a Convolutional Neural Network with Spatial Information2023 arXiv (Cornell University) preprint Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access
Fiorenzo Stoppa, Saptashwa Bhattacharyya, Paul M. Vreeswijk, S. Caron, Gabrijela Zaharijaš, S. Bloemen, +6 more
1citations -
Applications of Machine Learning Algorithms in Processing Terahertz Spectroscopic Data2020 Journal of Astronomical Instrumentation article Physics and Astronomy Radio Astronomy Observations and Technology
P. F. Goldsmith, Volker Tolls, R. F. Shipman, Craig A. Kulesa, W. L. Peters, Christopher K. Walker, +1 more
3citations -
Neural‐Initialized Newton: Accelerating Nonlinear Finite Elements via Operator Learning2026 International Journal for Numerical Methods in Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
Kianoosh Taghikhani, Yusuke Yamazaki, Markus Apel, Reza Najian Asl, Shahed Rezaei
1citations -
A finely segmented semi‐monolithic detector tailored for high‐resolution PET2024 Medical Physics article Physics and Astronomy Radiation Detection and Scintillator Technologies Open access cited by 1 patent
Yannick Kuhl, Stephan Naunheim, M. Bovelett, Janko Lambertus, David Schug, Bjoern Weissler, +3 more
14citations