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A Self-adaptive Agent-based System for Cloud Platforms

机译:基于自适应代理的云平台系统

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Cloud computing is a model for enabling on-demand network access to a shared pool of computing resources, that can be dynamically allocated and released with minimal effort. However, this task can be complex in highly dynamic environments with various resources to allocate for an increasing number of different users requirements. In this work, we propose a Cloud architecture based on a multi-agent system exhibiting a self-adaptive behavior to address the dynamic resource allocation. This self-adaptive system follows a MAPE-K approach to reason and act, according to QoS, Cloud service information, and propagated run-time information, to detect QoS degradation and make better resource allocation decisions. We validate our proposed Cloud architecture by simulation. Results show that it can properly allocate resources to reduce energy consumption, while satisfying the users demanded QoS.
机译:云计算是一种用于启用对计算资源共享池的按需网络访问的模型,可以以最少的努力动态分配和发布。但是,此任务可以在具有各种资源的高度动态环境中复杂,以便为越来越多的用户需求分配。在这项工作中,我们提出了一种基于呈现自适应行为的多种代理系统来解决动态资源分配的云体系结构。这种自适应系统遵循Mape-K方法,根据QoS,云服务信息和传播的运行时间信息来检测QoS劣化并做出更好的资源分配决策。我们通过模拟验证我们提出的云体系结构。结果表明它可以正确地分配资源以降低能耗,同时满足用户要求的QoS。

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