Uncertainty Quantification of Darcy Flow through Porous Media using Deep Gaussian Process.
Alireza DaneshkhahOmid ChatrabgounMohsen EsmaeilbeigiTabassom SedighiS. AbolfathiPublished in: CoRR (2020)
Keyphrases
- gaussian process
- porous media
- fluid flow
- gaussian processes
- regression model
- approximate inference
- gaussian process regression
- latent variables
- hyperparameters
- bayesian framework
- model selection
- expectation propagation
- semi supervised
- sparse approximations
- covariance function
- gaussian process models
- closed form
- computational fluid dynamics
- upper bound
- random fields
- probability distribution
- cross validation
- maximum likelihood