In-situ data extraction for pathway analysis in an idealized atmosphere configuration of E3SM

التفاصيل البيبلوغرافية
العنوان: In-situ data extraction for pathway analysis in an idealized atmosphere configuration of E3SM
المؤلفون: Steyer, Andrew, Bertagna, Luca, Harper, Graham, Watkins, Jerry, Tezaur, Irina, Bull, Diana
سنة النشر: 2024
المجموعة: Computer Science
Physics (Other)
مصطلحات موضوعية: Computer Science - Distributed, Parallel, and Cluster Computing, Physics - Atmospheric and Oceanic Physics
الوصف: We propose an approach for characterizing source-impact pathways, the interactions of a set of variables in space-time due to an external forcing, in climate models using in-situ analyses that circumvent computationally expensive read/write operations. This approach makes use of a lightweight open-source software library we developed known as CLDERA-Tools. We describe how CLDERA-Tools is linked with the U.S. Department of Energy's Energy Exascale Earth System Model (E3SM) in a minimally invasive way for in-situ extraction of quantities of interested and associated statistics. Subsequently, these quantities are used to represent source-impact pathways with time-dependent directed acyclic graphs (DAGs). The utility of CLDERA-Tools is demonstrated by using the data it extracts in-situ to compute a spatially resolved DAG from an idealized configuration of the atmosphere with a parameterized representation of a volcanic eruption known as HSW-V.
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2408.04099
رقم الأكسشن: edsarx.2408.04099
قاعدة البيانات: arXiv