Ehsan Kharazmi
- Conservative physics-informed neural networks on discrete domains for conservation laws: Applications to forward and inverse problems
2020/04/11 by Ameya D. Jagtap, Ehsan Kharazmi, George Em Karniadakis · 80 citations
Computer Science · Engineering · Physics and Astronomy · #Fluid Dynamics and Turbulent Flows #Model Reduction and Neural Networks #Neural Networks and Applications
- hp-VPINNs: Variational physics-informed neural networks with domain decomposition
2020/12/04 by Ehsan Kharazmi, Zhongqiang Zhang, George Em Karniadakis +1 · 49 citations
Engineering · Materials Science · Physics and Astronomy · #Fluid Dynamics and Turbulent Flows #Magnetic Properties and Applications #Model Reduction and Neural Networks
- Variational Physics-Informed Neural Networks For Solving Partial Differential Equations
2019/11/27 by Ehsan Kharazmi, Zhongqiang Zhang, Kharazmi, E. +3 · 34 citations
Computer Science · Engineering · Physics and Astronomy · #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications #Neural and Evolutionary Computing (cs.NE) #Nuclear Engineering Thermal-Hydraulics #Numerical Analysis (math.NA)