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A novel time computation model based on algorithm complexity for data intensive scientific workflow design and scheduling
He, Jing1,2; Zhang, Yanchun1; Huang, Guangyan1; Pang, Chaoyi
刊名Concurrency and computation-practice & experience
2009-11-01
卷号21期号:16页码:2070-2083
关键词Scientific workflow Computation time model Dataflow Control-flow Algorithm complexity
ISSN号1532-0626
DOI10.1002/cpe.1445
通讯作者He, jing(jing.he@vu.edu.au)
英文摘要Scientific workflow offers a framework for cooperation between remote and shared resources on a grid computing environment (gce) for scientific discovery. one major function of scientific workflow is to schedule a collection of computational subtasks in well-defined orders for efficient outputs by estimating task duration at runtime. in this paper, we propose a novel time computation model based on algorithm complexity (termed as tcmac model) for high-level data intensive scientific workflow design. the proposed model schedules the subtasks based on their durations and the complexities of participant algorithms. characterized by utilization of task duration computation function for time efficiency, the tcmac model has three features for a full-aspect scientific workflow including both dataflow and control-flow: (1) provides flexible and reusable task duration functions in gce; (2) facilitates better parallelism in iteration structures for providing more precise task durations; and (3) accommodates dynamic task durations for rescheduling in selective structures of control flow. we will also present theories and examples in scientific workflows to show the efficiency of the tcmac model, especially for control-flow. copyright (c) 2009 john wiley & sons, ltd.
WOS关键词ENVIRONMENTS ; VERIFICATION
WOS研究方向Computer Science
WOS类目Computer Science, Software Engineering ; Computer Science, Theory & Methods
语种英语
出版者JOHN WILEY & SONS LTD
WOS记录号WOS:000271401300008
内容类型期刊论文
URI标识http://www.corc.org.cn/handle/1471x/2397917
专题中国科学院大学
通讯作者He, Jing
作者单位1.Victoria Univ, Sch Sci & Engn, Melbourne, Vic 8001, Australia
2.Chinese Acad Sci, Res Ctr Fictitious Econ & Data Sci, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714
He, Jing,Zhang, Yanchun,Huang, Guangyan,et al. A novel time computation model based on algorithm complexity for data intensive scientific workflow design and scheduling[J]. Concurrency and computation-practice & experience,2009,21(16):2070-2083.
APA He, Jing,Zhang, Yanchun,Huang, Guangyan,&Pang, Chaoyi.(2009).A novel time computation model based on algorithm complexity for data intensive scientific workflow design and scheduling.Concurrency and computation-practice & experience,21(16),2070-2083.
MLA He, Jing,et al."A novel time computation model based on algorithm complexity for data intensive scientific workflow design and scheduling".Concurrency and computation-practice & experience 21.16(2009):2070-2083.
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