4 papers
Python-Fortran Hybrid Programming to Fuse AI and Physical Models: Examples of AI-LDA in climate and weather models (Hf2pMDA_v1.0)
Xianrui Zhu, Zikuan Lin, Shaoqing Zhang +12
AI provides an unprecedented opportunity for advancing physics numerical modeling including data assimilation, which is a highly efficient and critically-important tool for advanci…
Typhoon Tracks Regulated by Feedbacks of Fine-Scale Clouds to Environment
Haoran Zhao, Shaoqing Zhang, Yang Gao +10
Accurate tropical cyclone (TC) track prediction is crucial for mitigating the catastrophic impacts of TCs on human life and the environment. Despite decades of research on tropical…
Organization of Historical Oceanic Overturnings on Cross-Sphere Climate Signals
Yingjing Jiang, Shaoqing Zhang, Yang Gao +11
The global ocean meridional overturning circulation (GMOC) is central for ocean transport and climate variations. However, a comprehensive picture of its historical mean state and…
Kilometer-Level Coupled Modeling Using 40 Million Cores: An Eight-Year Journey of Model Development
Xiaohui Duan, Yuxuan Li, Zhao Liu +38
With current and future leading systems adopting heterogeneous architectures, adapting existing models for heterogeneous supercomputers is of urgent need for improving model resolu…