数据密集型应用的分布式科学工作流管理

S. Shumilov, Y. Leng, M. El-Gayyar, A. Cremers
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引用次数: 12

摘要

网格和面向服务的技术正在成为分布式系统的主要方法。网格应用程序的日益复杂提出了新的要求,并增加了改进网格工作流系统的设计和可重用性的需求。特别是,科学数据密集型工作流程需要新的方法来整合和协调分布的资源。传统的集中式工作流执行方法对于这样的工作流来说效率很低。为了澄清这些问题,本文调查了现有的工作流管理系统,并在多学科研究项目GLOWA Volta的一些自然资源管理用例中对它们进行了实际评估。在此基础上,提出了一种面向语义的工作流组合、重用和分布式执行的新方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Distributed Scientific Workflow Management for Data-Intensive Applications
Grids and service-oriented technologies are emerging as dominant approaches for distributed systems. Rising complexity of grid applications places new requirements and increases needs to improve the design and reusability of grid workflow systems. In particular, scientific data-intensive workflows require new approaches for integration and coordination of distributed resources. Traditional centralized approaches for workflow execution can be quite inefficient for such workflows. In order to clarify these issues, the paper surveys existing workflow management systems evaluating them practically on some use cases for management of natural resources from the multidisciplinary research project GLOWA Volta. Subsequently, the most important obstacles are identified and a new approach facilitating semantic oriented composition, reuse and distributed execution of workflows is proposed.
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