Big Data Research at DKRZ - Climate Model Data Production Workflow.

BIG DATA AND HIGH PERFORMANCE COMPUTING(2014)

引用 3|浏览27
暂无评分
摘要
The paper starts with a classification of climate modeling in Big Data and presents research activities in DKRZ's two basic climate modeling workflows, the climate model development and the climate model data production. Research emphasis in climate model development is on code optimization for efficient use of modern and future multi-core high performance computing architectures. Complementary research is related to increase of I/O bandwidth between compute nodes and hard discs as well as efficient use of storage resources. Research emphasis in climate model data production is on optimization of the end-to-end workflow in its different stages starting from climate model calculations over generation and storage of climate data products and ending in long-term archiving, interdisciplinary data utilization research data publication for integration of citable data entities in scientific literature articles.
更多
查看译文
关键词
Climate modeling,high performance computing,code parallelization,I/O optimization,file systems,data compression,data life cycle management,DataCite scientific data publication
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要