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QoS-aware dynamic resource management in heterogeneous mobile cloud computing networks

机译:异构移动云计算网络中的QoS感知动态资源管理

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摘要

In mobile cloud computing (MCC) systems, both the mobile access network and the cloud computing network are heterogeneous, implying the diverse configurations of hardware, software, architecture, resource, etc. In such heterogeneous mobile cloud (HMC) networks, both radio and cloud resources could become the system bottleneck, thus designing the schemes that separately and independently manage the resources may severely hinder the system performance. In this paper, we aim to design the network as the integration of the mobile access part and the cloud computing part, utilizing the inherent heterogeneity to meet the diverse quality of service (QoS) requirements of tenants. Furthermore, we propose a novel cross-network radio and cloud resource management scheme for HMC networks, which is QoS-aware, with the objective of maximizing the tenant revenue while satisfying the QoS requirements. The proposed scheme is formulated as a restless bandits problem, whose ??indexability?? feature guarantees the low complexity with scalable and distributed characteristics. Extensive simulation results are presented to demonstrate the significant performance improvement of the proposed scheme compared to the existing ones.
机译:在移动云计算(MCC)系统中,移动访问网络和云计算网络都是异构的,这意味着硬件,软件,体系结构,资源等的不同配置。在此类异构移动云(HMC)网络中,无线电和云资源可能会成为系统瓶颈,因此设计单独和独立管理资源的方案可能会严重影响系统性能。在本文中,我们旨在将网络设计为移动访问部分和云计算部分的集成,利用固有的异构性来满足租户的各种服务质量(QoS)要求。此外,我们提出了一种新的用于HMC网络的跨网络无线电和云资源管理方案,该方案具有QoS意识,目的是在满足QoS要求的同时最大化租户收入。提出的方案被表述为一个不安定的土匪问题,其“可索引性”该功能可确保具有可扩展和分布式特性的低复杂性。仿真结果表明,与现有方案相比,该方案具有显着的性能改善。

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