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Data Management Services in ChinaGrid for Data Mining Applications

机译:ChinaGrid中用于数据挖掘应用程序的数据管理服务

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摘要

Grid systems, as large-scale distributed computing environments, are widely used by data mining communities. This paper proposes a set of system-level Grid services to form an infrastructure supporting data-intensive applications and data mining. ChinaGrid, aiming at integrate heterogeneous massive resources distributed on China Education and Research Network (CERNET), is a national-wide Grid project supported by the Chinese government. ChinaGrid Supporting Platform (CGSP) is a Grid middleware developed for the ChinaGrid. It provides a series of system-level services of the ChinaGrid, helps to build application portals and integrate Grid resources, and supports the secondary development of Grid services. The Data Management Services (DMS) is a group of Grid services in CGSP to manage storage and data resources, support transparent data access, and guarantee high-performance data transfer on the Grid. It consists of metadata management service, storage resource management service, replication management service, storage agent and transfer client. It offers the fundamental support for data mining applications on ChinaGrid. In this paper, we introduce the design principle and implementation of DMS.
机译:网格系统作为大规模分布式计算环境,已被数据挖掘社区广泛使用。本文提出了一组系统级网格服务,以形成支持数据密集型应用程序和数据挖掘的基础架构。 ChinaGrid旨在整合分布在中国教育与研究网络(CERNET)上的异构海量资源,是受中国政府支持的全国性Grid项目。 ChinaGrid支持平台(CGSP)是为ChinaGrid开发的Grid中间件。它提供了ChinaGrid的一系列系统级服务,有助于构建应用程序门户和集成Grid资源,并支持Grid服务的二次开发。数据管理服务(DMS)是CGSP中的一组网格服务,用于管理存储和数据资源,支持透明数据访问并保证在网格上的高性能数据传输。它由元数据管理服务,存储资源管理服务,复制管理服务,存储代理和传输客户端组成。它为ChinaGrid上的数据挖掘应用程序提供了基础支持。在本文中,我们介绍了DMS的设计原理和实现。

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