A collaborative analysis framework for distributed gridded environmental data

被引:4
|
作者
Xu, Hao [1 ,2 ]
Li, Sha [1 ,2 ]
Bai, Yuqi [1 ,2 ]
Dong, Wenhao [1 ,2 ]
Huang, Wenyu [1 ,2 ]
Xu, Shiming [1 ,2 ]
Lin, Yanluan [1 ,2 ]
Wang, Bin [1 ,2 ,3 ]
Wu, Fanghua [2 ,4 ]
Xin, Xiaoge [2 ,4 ]
Zhang, Li [2 ,4 ]
Wang, Zaizhi [2 ,4 ]
Wu, Tongwen [2 ,4 ]
机构
[1] Tsinghua Univ, Dept Earth Syst Sci, Key Lab Earth Syst Modelling, Minist Educ, Beijing 100084, Peoples R China
[2] JCGCS, Beijing 100875, Peoples R China
[3] Chinese Acad Sci, Inst Atmospher Phys, State Key Lab Numer Modeling Atmospher Sci & Geop, Beijing 100029, Peoples R China
[4] China Meteorol Adm, Beijing Climate Ctr, Beijing 100081, Peoples R China
关键词
Collaborative analysis; Web-based system; Distributed data; Environmental data; CLIMATE-CHANGE; VISUALIZATION; ACCESS; MODEL;
D O I
10.1016/j.envsoft.2018.09.007
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
As the amount of environmental data expands exponentially worldwide, researchers are challenged to efficiently analyze data maintained in multiple data centers. Because distributed data access, server-side analysis, multi-node collaboration, and extensible analytic functions are still research gaps in this field, this paper introduces a collaborative analysis framework for gridded environmental data, i.e. CAFE. Multiple CAFE nodes can collaborate to perform complex data analysis. Analytic functions are performed near where data are stored. A web-based user interface allows researchers to search for data of interest, submit analytic tasks, check the status of tasks, visualize the analysis results, and download the resulting data files. CAFE facilitates overall research efficiency by dramatically lowering the amount of data that must be transmitted from data centers to researchers for analysis. The results of this study may lead to the further development of collaborative computing paradigm for environmental data analysis.
引用
收藏
页码:324 / 339
页数:16
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