Papers matching “machine learning for physics” 253
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Perspectives of physics-based machine learning strategies for geoscientific applications governed by partial differential equations2023 Geoscientific model development article Physics and Astronomy Model Reduction and Neural Networks Open access
Denise Degen, Daniel Caviedes‐Voullième, Susanne Buiter, Harrie‐Jan Hendricks Franssen, Harry Vereecken, Ana González‐Nicolás, +1 more
39citations -
Holistic evaluation of a machine learning-based timing calibration for PET detectors under varying data sparsity2024 Physics in Medicine and Biology article Medicine Medical Imaging Techniques and Applications Open access
Stephan Naunheim, Florian Mueller, Vanessa Nadig, Yannick Kuhl, Judith Breuer, Nan Zhang, +5 more
7citations -
Shared Data and Algorithms for Deep Learning in Fundamental Physics2022 Computing and Software for Big Science article Physics and Astronomy Particle physics theoretical and experimental studies Open access
L. Benato, Erik Buhmann, Martin Erdmann, P. Fackeldey, Jonas Glombitza, N. M. Hartmann, +7 more
25citations -
Shared Data and Algorithms for Deep Learning in Fundamental Physics2021 RWTH Publications (RWTH Aachen) article Physics and Astronomy Particle physics theoretical and experimental studies Open access
L. Benato, Erik Buhmann, Martin Erdmann, P. Fackeldey, Jonas Glombitza, Gregor Kasieczka, +4 more
0citations -
ESAFORM Benchmark 2025: predicting stainless steel PBF-LB part density using statistical, data-driven, and physics-informed machine learning models derived from process parameters and in-situ monitoring data2026 International Journal of Material Forming article Engineering Additive Manufacturing Materials and Processes Open access cited by 1 patent
Medad C.C. Monu, Éanna McCarthy, Abhilash Puthanveettil Madathil, Josiah Cherian Chekotu, Irina Ilic, Merve Nur Doğu, +14 more
4citations -
Machine Learning as a Service for DiSSCo’s Digital Specimen Architecture2021 Biodiversity Information Science and Standards article Computer Science Research Data Management Practices Open access
Jonas Grieb, Claus Weiland, Alex Hardisty, Wouter Addink, Sharif Islam, Sohaib Younis, +1 more
7citations -
Recent advances in metasurface design and quantum optics applications with machine learning, physics-informed neural networks, and topology optimization methods2023 Light Science & Applications article Materials Science Metamaterials and Metasurfaces Applications Open access
Wenye Ji, Jin Chang, He‐Xiu Xu, J. R. Gao, Simon Gröblacher, Hendrik Paul Urbach, +1 more
269citations -
Surrogate-free machine learning-based organ dose reconstruction for pediatric abdominal radiotherapy2020 Physics in Medicine and Biology article Physics and Astronomy Advanced Radiotherapy Techniques Open access
Marco Virgolin, Ziyuan Wang, Brian V. Balgobind, Irma W.E.M. van Dijk, J. Wiersma, P.S. Kroon, +8 more
3citations -
High‐Speed 3D Printing Coupled with Machine Learning to Accelerate Alloy Development for Additive Manufacturing2025 Advanced Science article Engineering Additive Manufacturing Materials and Processes Open access
Avinash Hariharan, Marc Ackermann, Stephan Koß, Ali Khosravani, Johannes Henrich Schleifenbaum, Patrick Köhnen, +2 more
22citations