SCAN: A Smart Application Platform for Empowering Parallelizations of Big Genomic Data Analysis in Clouds

被引:4
|
作者
Xing, Wei [1 ]
Jie, Wei [2 ]
Miller, Crispin [3 ]
机构
[1] Univ Manchester, Canc Res UK Manchester Inst, Manchester, Lancs, England
[2] Univ West London, Sch Comp & Technol, London, England
[3] Univ Manchester, Canc Res Manchester Inst, Manchester, Lancs, England
关键词
genome analysis; application platform; cloud computing; parallelization; FORMAT;
D O I
10.1109/ICPP.2015.38
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Cloud computing is often adopted to process big data for genome analysis due to its elasticity and pay-as-you-go features. In this paper, we present SCAN, a smart application platform to facilitate parallelization of big genome analysis in clouds. With a knowledge base and an intelligent application scheduler, the SCAN enables better understanding of bio-applications' characteristics, and helps to orchestrate huge, heterogeneous tasks efficiently and cost-effectively. We conducted a simulation study and found that the SCAN platform is able to improve the performance of genome analysis and reduce its cost in a wide variety of circumstances.
引用
收藏
页码:290 / 299
页数:10
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