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A Self-adaptive Agent-based System for Cloud Platforms

机译:用于云平台的基于自适应代理的系统

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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按需网络访问共享计算资源池的模型,该资源可以以最少的努力动态分配和释放。但是,在具有各种资源以分配给越来越多的不同用户需求的高度动态环境中,此任务可能会很复杂。在这项工作中,我们提出了一种基于多代理系统的云架构,该系统具有自适应行为以解决动态资源分配问题。该自适应系统遵循MAPE-K方法,根据QoS,云服务信息和传播的运行时信息进行推理并采取行动,以检测QoS下降并做出更好的资源分配决策。我们通过仿真验证了我们提出的云架构。结果表明,它可以适当地分配资源以减少能耗,同时满足用户所需的QoS。

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