Rao, Chengping
- Encoding physics to learn reaction-diffusion processes
2021/06/09 by Chengping Rao, Pu Ren, Rao, Chengping +9 · 11 citations
Computer Science · Materials Science · Physics and Astronomy · #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning in Materials Science #Model Reduction and Neural Networks #Numerical Analysis (math.NA)
- Physics informed deep learning for computational elastodynamics without labeled data
2020/06/10 by Chengping Rao, Rao, Chengping, Hao Sun +3 · 7 citations
Physics and Astronomy · Materials Science · Engineering · #Model Reduction and Neural Networks #Magnetic Properties and Applications #Numerical methods in engineering
- SeismicNet: Physics-informed neural networks for seismic wave modeling in semi-infinite domain
2022/10/25 by Ren, Pu, Rao, Chengping, Chen, Su +3 · 2 citations
#Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Geophysics (physics.geo-ph) #Machine Learning (cs.LG)
- Three-dimensional convolutional neural network (3D-CNN) for heterogeneous material homogenization
2020/02/14 by Rao, Chengping, Liu, Yang · 1 citation
#Computational Engineering #FOS: Computer and information sciences #Finance #and Science (cs.CE)
- Hard Encoding of Physics for Learning Spatiotemporal Dynamics
2021/05/02 by Rao, Chengping, Sun, Hao, Liu, Yang · 1 citation
#Artificial Intelligence (cs.AI) #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG)
- Discovering Nonlinear PDEs from Scarce Data with Physics-encoded Learning
2022/01/28 by Chengping Rao, Pu Ren, Rao, Chengping +5 · 1 citation
Physics and Astronomy · #Artificial Intelligence (cs.AI) #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks
- Physics-informed neural network for seismic wave inversion in layered semi-infinite domain
2023/05/09 by Ren, Pu, Rao, Chengping, Sun, Hao +1 · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Geophysics (physics.geo-ph) #Machine Learning (cs.LG) #Numerical Analysis (math.NA)