Cloud computing in e-Science: research challenges and opportunities

被引:27
|
作者
Yang, Xiaoyu [1 ,2 ]
Wallom, David [3 ]
Waddington, Simon [4 ]
Wang, Jianwu [5 ]
Shaon, Arif [6 ]
Matthews, Brian [6 ]
Wilson, Michael [6 ]
Guo, Yike [7 ]
Guo, Li [7 ]
Blower, Jon D. [1 ]
Vasilakos, Athanasios V. [8 ]
Liu, Kecheng [9 ]
Kershaw, Philip [10 ]
机构
[1] Univ Reading, Reading E Sci Ctr, Reading, Berks, England
[2] Chinese Acad Sci, Comp Network Informat Ctr, Beijing, Peoples R China
[3] Univ Oxford, Oxford E Res Ctr, Oxford, England
[4] Univ London, Kings Coll London, Ctr E Res, London SW3 6LX, England
[5] Univ Calif San Diego, San Diego Supercomp Ctr, San Diego, CA 92103 USA
[6] Rutherford Appleton Lab, Dept Comp Sci, Didcot, Oxon, England
[7] Univ London Imperial Coll Sci Technol & Med, Dept Comp, London, England
[8] Univ Western Macedonia, Dept Comp & Telecommun Engn, Florina, Greece
[9] Univ Reading, Informat Res Ctr, Reading, Berks, England
[10] Rutherford Appleton Lab, STFC, NCEO Ctr Environm Data Archival, Didcot OX11 0QX, Oxon, England
来源
JOURNAL OF SUPERCOMPUTING | 2014年 / 70卷 / 01期
基金
英国工程与自然科学研究理事会;
关键词
e-Science; e-Research; Informatics; Cloud computing; Semantic web; Grid computing; Workflow; Digital research; Big data; SCIENTIFIC WORKFLOWS; DESIGN; MAPREDUCE; STORAGE; ASKALON; TOOL;
D O I
10.1007/s11227-014-1251-5
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Service-oriented architecture (SOA), workflow, the Semantic Web, and Grid computing are key enabling information technologies in the development of increasingly sophisticated e-Science infrastructures and application platforms. While the emergence of Cloud computing as a new computing paradigm has provided new directions and opportunities for e-Science infrastructure development, it also presents some challenges. Scientific research is increasingly finding that it is difficult to handle "big data" using traditional data processing techniques. Such challenges demonstrate the need for a comprehensive analysis on using the above-mentioned informatics techniques to develop appropriate e-Science infrastructure and platforms in the context of Cloud computing. This survey paper describes recent research advances in applying informatics techniques to facilitate scientific research particularly from the Cloud computing perspective. Our particular contributions include identifying associated research challenges and opportunities, presenting lessons learned, and describing our future vision for applying Cloud computing to e-Science. We believe our research findings can help indicate the future trend of e-Science, and can inform funding and research directions in how to more appropriately employ computing technologies in scientific research. We point out the open research issues hoping to spark new development and innovation in the e-Science field.
引用
收藏
页码:408 / 464
页数:57
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