Enforcing statistical constraints in generative adversarial networks for modeling chaotic dynamical systems

JL Wu, K Kashinath, A Albert, D Chirila, H Xiao - Journal of Computational …, 2020 - Elsevier
Simulating complex physical systems often involves solving partial differential equations
(PDEs) with some closures due to the presence of multi-scale physics that cannot be fully …

[PDF][PDF] Enforcing statistical constraints in generative adversarial networks for modeling chaotic dynamical systems

H Xiao - Journal of Computational Physics, 2020 - authors.library.caltech.edu
Complex physical systems are usually characterized by PDE-governed processes with multi-
scale physics. Resolving all the scales of multi-scale processes in simulations is still …

[PDF][PDF] Enforcing statistical constraints in generative adversarial networks for modeling chaotic dynamical systems

H Xiao - Journal of Computational Physics, 2020 - core.ac.uk
Complex physical systems are usually characterized by PDE-governed processes with multi-
scale physics. Resolving all the scales of multi-scale processes in simulations is still …

Enforcing statistical constraints in generative adversarial networks for modeling chaotic dynamical systems

JL Wu, K Kashinath, A Albert… - Journal of …, 2020 - oceanrep.geomar.de
Simulating complex physical systems often involves solving partial differential equations
(PDEs) with some closures due to the presence of multi-scale physics that cannot be fully …

Enforcing statistical constraints in generative adversarial networks for modeling chaotic dynamical systems

JL Wu, K Kashinath, A Albert, D Chirila… - Journal of …, 2020 - epic.awi.de
Simulating complex physical systems often involves solving partial differential equations
(PDEs) with some closures due to the presence of multi-scale physics that cannot be fully …

Enforcing Statistical Constraints in Generative Adversarial Networks for Modeling Chaotic Dynamical Systems

JL Wu, K Kashinath, A Albert, D Chirila… - arXiv preprint arXiv …, 2019 - arxiv.org
Simulating complex physical systems often involves solving partial differential equations
(PDEs) with some closures due to the presence of multi-scale physics that cannot be fully …

[引用][C] Enforcing statistical constraints in generative adversarial networks for modeling chaotic dynamical systems

JL Wu, K Kashinath, A Albert, D Chirila, H Xiao - Journal of Computational …, 2020 - osti.gov

Enforcing statistical constraints in generative adversarial networks for modeling chaotic dynamical systems

JL Wu, K Kashinath, A Albert… - Journal of …, 2020 - ui.adsabs.harvard.edu
Simulating complex physical systems often involves solving partial differential equations
(PDEs) with some closures due to the presence of multi-scale physics that cannot be fully …

[PDF][PDF] Enforcing statistical constraints in generative adversarial networks for modeling chaotic dynamical systems

H Xiao - Journal of Computational Physics, 2020 - authors.library.caltech.edu
Complex physical systems are usually characterized by PDE-governed processes with multi-
scale physics. Resolving all the scales of multi-scale processes in simulations is still …