Deep learning-based weather prediction: a survey

X Ren, X Li, K Ren, J Song, Z Xu, K Deng, X Wang - Big Data Research, 2021 - Elsevier
Weather forecasting plays a fundamental role in the early warning of weather impacts on
various aspects of human livelihood. For instance, weather forecasting provides decision …

Sunway supercomputer architecture towards exascale computing: analysis and practice

J Gao, F Zheng, F Qi, Y Ding, H Li, H Lu, W He… - Science China …, 2021 - Springer
In recent years, the improvements of system performance and energy efficiency for
supercomputers have faced increasing challenges, which create more intensive demands …

End-to-end I/O monitoring on leading supercomputers

B Yang, W Xue, T Zhang, S Liu, X Ma, X Wang… - ACM Transactions on …, 2023 - dl.acm.org
This paper offers a solution to overcome the complexities of production system I/O
performance monitoring. We present Beacon, an end-to-end I/O resource monitoring and …

Optimizing high-resolution Community Earth System Model on a heterogeneous many-core supercomputing platform

S Zhang, H Fu, L Wu, Y Li, H Wang… - Geoscientific Model …, 2020 - gmd.copernicus.org
With semiconductor technology gradually approaching its physical and thermal limits, recent
supercomputers have adopted major architectural changes to continue increasing the …

Redesigning LAMMPS for peta-scale and hundred-billion-atom simulation on Sunway TaihuLight

X Duan, P Gao, T Zhang, M Zhang… - … conference for high …, 2018 - ieeexplore.ieee.org
Large-scale molecular dynamics (MD) simulations on supercomputers play an increasingly
important role in many research areas. In this paper, we present our efforts on redesigning …

A 1024-member ensemble data assimilation with 3.5-km mesh global weather simulations

H Yashiro, K Terasaki, Y Kawai, S Kudo… - … Conference for High …, 2020 - ieeexplore.ieee.org
Numerical weather prediction (NWP) supports our daily lives. Weather models require
higher spatiotemporal resolutions to prepare for extreme weather disasters and reduce the …

Establishing a non-hydrostatic global atmospheric modeling system at 3-km horizontal resolution with aerosol feedbacks on the Sunway supercomputer of China

J Gu, J Feng, X Hao, T Fang, C Zhao, H An, J Chen… - Science Bulletin, 2022 - Elsevier
During the era of global warming and highly urbanized development, extreme and high
impact weather as well as air pollution incidents influence everyday life and might even …

Unprecedented cloud resolution in a gpu-enabled full-physics atmospheric climate simulation on olcf's summit supercomputer

MR Norman, DC Bader, C Eldred… - … Journal of High …, 2022 - journals.sagepub.com
Clouds represent a key uncertainty in future climate projection. While explicit cloud
resolution remains beyond our computational grasp for global climate, we can incorporate …

The simple cloud-resolving e3sm atmosphere model running on the frontier exascale system

M Taylor, PM Caldwell, L Bertagna… - Proceedings of the …, 2023 - dl.acm.org
We present an efficient and performance portable implementation of the Simple Cloud
Resolving E3SM Atmosphere Model (SCREAM). SCREAM is a full featured atmospheric …

Evaluating the potential of disaggregated memory systems for HPC applications

N Ding, P Maris, HA Nam, T Groves… - Concurrency and …, 2024 - Wiley Online Library
Disaggregated memory is a promising approach that addresses the limitations of traditional
memory architectures by enabling memory to be decoupled from compute nodes and …