首页> 外文期刊>IEEE transactions on systems, man and cybernetics. Part C, Applications and reviews >Shared Content Management in Replicated Web Systems: A Design Framework Using Problem Decomposition, Controlled Simulation, and Feedback Learning
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Shared Content Management in Replicated Web Systems: A Design Framework Using Problem Decomposition, Controlled Simulation, and Feedback Learning

机译:复制Web系统中的共享内容管理:使用问题分解,受控仿真和反馈学习的设计框架

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Replication is one of the primary techniques used to improve the quality of distributed content service. It generally reduces user latencies and increases a site''s availability. However, to our knowledge, there is no systematic framework that combines the structure of both content and service components of a Web application to design effective replica hosting architectures. Recent advances in interconnected and multiple content distribution network (CDN) architectures render this problem even more complex. In this study, we develop a systematic framework for designing and evaluating large-scale, component-based replication architectures for Web systems that are driven by both the quality and effectiveness of service provisioning on the service network. The proposed framework employs a combination of problem decomposition, configuration evaluation through controlled system simulations, and a neural-network-based feedback learning mechanism in the exploration of the design space. A case study demonstrates the viability of the framework. The framework can be an effective decision support tool for a system designer to systematically explore design options and select an appropriate design configuration that best meets the desired design objectives.
机译:复制是用于提高分布式内容服务质量的主要技术之一。通常,它可以减少用户等待时间并提高站点的可用性。但是,据我们所知,没有一个系统的框架可以结合Web应用程序的内容和服务组件的结构来设计有效的副本托管体系结构。互连和多个内容分发网络(CDN)架构的最新进展使此问题更加复杂。在这项研究中,我们开发了一个系统的框架,用于设计和评估Web系统的大规模,基于组件的复制体系结构,该体系结构受服务网络上服务提供的质量和有效性的驱动。所提出的框架在设计空间的探索中结合了问题分解,通过受控系统仿真进行的配置评估以及基于神经网络的反馈学习机制的组合。案例研究证明了该框架的可行性。该框架可以成为系统设计师有效探索决策的工具,以系统地探索设计方案并选择最能满足所需设计目标的合适设计配置。

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