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Quality of service aware cloud resource provisioning for social multimedia services and applications

机译:面向社交多媒体服务和应用程序的服务质量感知云资源供应

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摘要

The increasing number of next-generation multimedia services and social media applications in cloud computing put additional challenges in efficient resource provisioning that targets to minimize under or over utilization of resources as well as to increase user satisfaction. Most of the works in the literature focused either on resource estimation and scheduling approaches or energy consumption for executing social media data processing applications. However, they do not consider energy consumption cost for communication devices and network appliances and schedule Virtual Machines (VMs) based on centralized job placement approach. In this paper, we develop a Quality of Service (QoS) aware cloud resource management system that decreases energy consumption and increases resource utilization by diverse multimedia social applications. In order to minimize the VM creation time we allow recycling of VM resources for user request with similar resource requirements. We have developed two distributed and localized resource management algorithms based on energy conservation, and requirements and availability of resources. The results of simulation experiments depict that the resource scheduling system greatly reduces the amount of energy consumption while maintaining the QoS of social multimedia applications.
机译:云计算中越来越多的下一代多媒体服务和社交媒体应用程序给有效的资源配置带来了额外的挑战,其目标是最大程度地减少资源的过度利用或过度利用以及提高用户满意度。文献中的大多数工作都集中在资源估计和调度方法或执行社交媒体数据处理应用程序的能源消耗上。但是,他们没有考虑通信设备和网络设备的能耗成本,而是基于集中式作业安置方法来调度虚拟机(VM)。在本文中,我们开发了一种具有服务质量(QoS)意识的云资源管理系统,该系统可通过各种多媒体社交应用程序降低能耗并提高资源利用率。为了最大程度地减少虚拟机创建时间,我们允许为资源相似的用户请求回收虚拟机资源。我们基于节能,资源需求和可用性开发了两种分布式资源管理算法。仿真实验结果表明,资源调度系统在保持社交多媒体应用的QoS的同时,极大地减少了能耗。

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