Alena Kopaničáková
- DeepOnet Based Preconditioning Strategies For Solving Parametric Linear Systems of Equations
2024/01/04 by Alena Kopaničáková, Kopaničáková, Alena, George Em Karniadakis +1 · 19 citations
Computer Science · Physics and Astronomy · Engineering · #Matrix Theory and Algorithms #Electromagnetic Scattering and Analysis #Advanced Numerical Methods in Computational Mathematics
- 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
- 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)
- On the use of hybrid coarse-level models in multilevel minimization methods
2022/11/28 by Alena Kopaničáková, Kopaničáková, Alena · 1 citation
Computer Science · Engineering · #Advanced Mathematical Modeling in Engineering #Advanced Numerical Methods in Computational Mathematics #Enhanced Oil Recovery Techniques #FOS: Mathematics #Numerical Analysis (math.NA)