A deep neural network approach for parameterized PDEs and Bayesian inverse problems.
Harbir AntilHoward C. ElmanAkwum OnwuntaDeepanshu VermaPublished in: Mach. Learn. Sci. Technol. (2023)
Keyphrases
- inverse problems
- partial differential equations
- neural network
- image reconstruction
- image processing
- global optimization
- convex optimization
- image denoising
- anisotropic diffusion
- optimization methods
- level set
- bayesian networks
- optimization problems
- multiscale
- pattern recognition
- image enhancement
- emission tomography
- markov random field
- image analysis
- smoothness constraint
- early vision
- genetic algorithm
- particle swarm optimization
- computer vision