Rolf Krause

1. Enhancing Training of Physics-Informed Neural Networks Using Domain Decomposition–Based Preconditioning Strategies
   2024/04/11 by Alena Kopaničáková, Hardik Kothari, George E. Karniadakis +2 · 4 citations
   Engineering · Physics and Astronomy · #Model Reduction and Neural Networks #Nuclear Engineering Thermal-Hydraulics #Nuclear reactor physics and engineering
2. On the Globalization of ASPIN Employing Trust-Region Control Strategies -- Convergence Analysis and Numerical Examples
   2021/04/12 by Christian Groß, Rolf Krause, Gross, Christian +1 · 2 citations
   Computer Science · Engineering · Mathematics · #65N55 #65Y05 #Advanced Numerical Methods in Computational Mathematics #Advanced Optimization Algorithms Research #FOS: Mathematics #G.1.6 #G.1.8 #Matrix Theory and Algorithms #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
3. Learning atrial fiber orientations and conductivity tensors from\n intracardiac maps using physics-informed neural networks
   2021/02/22 by Thomas Grandits, Simone Pezzuto, Grandits, Thomas +11 · 1 citation
   Medicine · #Artificial Intelligence (cs.AI) #Atrial Fibrillation Management and Outcomes #Cardiac electrophysiology and arrhythmias #ECG Monitoring and Analysis #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. Training of deep residual networks with stochastic MG/OPT
   2021/08/09 by Cyrill von Planta, Alena Kopaničáková, von Planta, Cyrill +3 · 1 citation
   Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)
5. Symbol-based multilevel block τ preconditioners for multilevel block Toeplitz systems: GLT-based analysis and applications
   2024/09/30 by Sean Hon, Congcong Li, Hon, Sean Y. +7 · 2 citations
   Computer Science · Chemistry · #Matrix Theory and Algorithms #Interconnection Networks and Systems #Advanced NMR Techniques and Applications