A QoS-Based Scheduling Approach for Complex Workflow Applications

Fan Ding, Ruisheng Zhang, Keyin Ruan, Jiazao Lin, Zhili Zhao
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引用次数: 3

Abstract

In dynamic and heterogeneous Grid environments, the majority of the scientific applications require to be expressed as complex workflows which assemble multiple Web Services to implement complex scientific tasks. In addition, most workflow management systems are bound to concrete services distributed in different physical domains or concrete environments. Therefore, scientists still need to discover resources manually and schedule the jobs directly onto the Grid, and it could not meet users’ requirement of scheduling workflow with large scale services. In this paper, we provide a comprehensive QoS (Quality of Service) model to support the possibility that a service instance is capable of offering to satisfy the user’s requirements. Further we propose a complex workflow scheduling approach using dynamic programming, which focus on how to select a global optimal path for workflow scheduling based on QoS, and addressing services binding problem. At last, we demonstrate the efficiency and accuracy of the proposed approach by simulating experiments in heterogeneous and dynamic grid environment.
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一种基于qos的复杂工作流调度方法
在动态和异构网格环境中,大多数科学应用程序需要表示为复杂的工作流,这些工作流组装了多个Web服务来实现复杂的科学任务。此外,大多数工作流管理系统都绑定到分布在不同物理域或具体环境中的具体服务。因此,科学家们仍然需要手工发现资源,并将作业直接调度到网格上,这已经不能满足用户对大规模服务调度工作流的需求。在本文中,我们提供了一个全面的QoS(服务质量)模型,以支持服务实例能够提供满足用户需求的可能性。在此基础上,提出了一种基于动态规划的复杂工作流调度方法,重点研究了基于QoS的工作流调度全局最优路径选择和服务绑定问题。最后,通过在异构动态网格环境下的仿真实验,验证了该方法的有效性和准确性。
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