[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 …

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 …

Reverse-mode automatic differentiation and optimization of GPU kernels via Enzyme

WS Moses, V Churavy, L Paehler… - Proceedings of the …, 2021 - dl.acm.org
Computing derivatives is key to many algorithms in scientific computing and machine
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 …

PH Lauritzen, RD Nair, AR Herrington… - Journal of Advances …, 2018 - Wiley Online Library
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 …

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 …

[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 …

Entropy stable discontinuous Galerkin methods for balance laws in non-conservative form: Applications to the Euler equations with gravity

M Waruszewski, JE Kozdon, LC Wilcox… - Journal of …, 2022 - Elsevier
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 …

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 …

Non-modal analysis of spectral element methods: Towards accurate and robust large-eddy simulations

P Fernandez, RC Moura, G Mengaldo… - Computer Methods in …, 2019 - Elsevier
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 …

[HTML][HTML] GPU acceleration of MPAS microphysics WSM6 using OpenACC directives: Performance and verification

JY Kim, JS Kang, M Joh - Computers & Geosciences, 2021 - Elsevier
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 …