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Modeling and Performance Analysis of Stochastic Mobile Edge Computing Wireless Networks

机译:随机移动边缘计算无线网络的建模与性能分析

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Mobile edge computing (MEC) is an emerging architecture to enable variety of innovative applications and services with ultra low latency at the resource-limited mobile devices. In this paper, we investigate how the communication resources and the computing resources, including mobile users and MEC servers, interact with each other in multi-cell MEC-enabled stochastic wireless networks. To this end, the MEC-enabled network model including mobile users with limited storage capacity and computing capabilities is considered, which is characterized in random node distribution, dynamic traffic, orthogonal frequency division multiple access and task retransmission mechanism. Based on the model, the two-dimensional discrete Markov chain is employed to characterize the task execution process. We derive the stationary distribution of the buffer length and outage probability by combining the queuing theory and stochastic geometry, based on which the radio access network throughput is calculated to measure the network performance. Extensive simulations have been conducted to verify the effectiveness of the proposed offloading strategy and to provide valuable insight.
机译:移动边缘计算(MEC)是一种新兴架构,可以在资源限制的移动设备处实现具有超低延迟的创新应用和服务。在本文中,我们调查通信资源和计算资源,包括移动用户和MEC服务器,包括在支持多小区MEC的随机无线网络中相互交互。为此,考虑包括具有有限存储容量和计算能力的移动用户的MEC网络模型,其特征在于随机节点分布,动态流量,正交频分多址和任务重传机制。基于该模型,采用二维离散马尔可夫链来表征任务执行过程。通过组合排队理论和随机几何形状,我们通过组合速度接入网络吞吐量来获得缓冲长度和中断概率的静止分布,以测量网络性能。已经进行了广泛的模拟,以验证所提出的卸载策略的有效性,并提供有价值的见解。

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