[HTML][HTML] Perspectives of physics-based machine learning strategies for geoscientific applications governed by partial differential equations
D Degen, D Caviedes Voullième… - Geoscientific Model …, 2023 - gmd.copernicus.org
An accurate assessment of the physical states of the Earth system is an essential component
of many scientific, societal, and economical considerations. These assessments are …
of many scientific, societal, and economical considerations. These assessments are …
Exascale Computing and Data Handling: Challenges and Opportunities for Weather and Climate Prediction
M Govett, B Bah, P Bauer, D Berod… - Bulletin of the …, 2024 - journals.ametsoc.org
The emergence of exascale computing and artificial intelligence offer tremendous potential
to significantly advance earth system prediction capabilities. However, enormous challenges …
to significantly advance earth system prediction capabilities. However, enormous challenges …
Reverse-mode automatic differentiation and optimization of GPU kernels via Enzyme
Computing derivatives is key to many algorithms in scientific computing and machine
learning such as optimization, uncertainty quantification, and stability analysis. Enzyme is a …
learning such as optimization, uncertainty quantification, and stability analysis. Enzyme is a …
NCAR release of CAM‐SE in CESM2. 0: A reformulation of the spectral element dynamical core in dry‐mass vertical coordinates with comprehensive treatment of …
It is the purpose of this paper to provide a comprehensive documentation of the new NCAR
(National Center for Atmospheric Research) version of the spectral element (SE) dynamical …
(National Center for Atmospheric Research) version of the spectral element (SE) dynamical …
Fast matrix-free evaluation of discontinuous Galerkin finite element operators
M Kronbichler, K Kormann - ACM Transactions on Mathematical …, 2019 - dl.acm.org
We present an algorithmic framework for matrix-free evaluation of discontinuous Galerkin
finite element operators. It relies on fast quadrature with sum factorization on quadrilateral …
finite element operators. It relies on fast quadrature with sum factorization on quadrilateral …
[HTML][HTML] 100 years of earth system model development
DA Randall, CM Bitz, G Danabasoglu… - Meteorological …, 2019 - journals.ametsoc.org
Today's global Earth system models began as simple regional models of tropospheric
weather systems. Over the past century, the physical realism of the models has steadily …
weather systems. Over the past century, the physical realism of the models has steadily …
Entropy stable discontinuous Galerkin methods for balance laws in non-conservative form: Applications to the Euler equations with gravity
In this work a non-conservative balance law formulation is considered that encompasses the
rotating, compressible Euler equations for dry atmospheric flows. We develop a semi …
rotating, compressible Euler equations for dry atmospheric flows. We develop a semi …
Schur complement IMplicit-EXplicit formulations for discontinuous Galerkin non-hydrostatic atmospheric models
S Reddy, M Waruszewski… - Journal of …, 2023 - Elsevier
Abstract This work presents IMplicit-EXplicit (IMEX) formulations for discontinuous Galerkin
(DG) discretizations of the compressible Euler equations governing non-hydrostatic …
(DG) discretizations of the compressible Euler equations governing non-hydrostatic …
Non-modal analysis of spectral element methods: Towards accurate and robust large-eddy simulations
High-order spectral element methods (SEM) for large-eddy simulation (LES) are still very
limited in industry. One of the main reasons behind this is the lack of robustness of SEM for …
limited in industry. One of the main reasons behind this is the lack of robustness of SEM for …
[HTML][HTML] GPU acceleration of MPAS microphysics WSM6 using OpenACC directives: Performance and verification
In this study, we accelerated a microphysics scheme embedded within the Model for
Prediction Across Scales (MPAS), using OpenACC directives. As one of the most time …
Prediction Across Scales (MPAS), using OpenACC directives. As one of the most time …