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Measuring performance degradation of virtual machines based on the Bayesian network with hidden variables 下载免费PDF全文
Jia Hao Binbin Zhang Kun Yue Hao Wu Jixian Zhang 《International Journal of Communication Systems》2018,31(13)
In the virtualized environment, multiple virtual machines (VMs) sharing the same physical host are vulnerable to resource competition, which may cause performance interference among VMs and thus lead to VM performance degradation. This paper focuses on measuring CPU, memory, I/O, and the overall VM performance degradation caused by the performance interference according to the properties in the runtime environment of VMs. To this end, we adopt Bayesian network (BN), as the framework for uncertainty representation and inference, and construct a VM property‐performance BN (VPBN) with hidden variables, which represent the unobserved performance degradation of CPU, memory, and I/O, respectively. Then, we present the method to measure performance degradation of VMs by probabilistic inferences with the VPBN. Experimental results show the accuracy and efficiency of our method. 相似文献
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Cognitive radio (CR) is an emerging wireless communications paradigm of sharing spectrum among licensed (or, primary) and unlicensed (or, CR) users. In CR networks, interference mitigation is crucial not only for primary user protection, but also for the quality of service of CR user themselves. In this paper, we consider the problem of interference mitigation via channel assignment and power allocation for CR users. A cross-layer optimization framework for minimizing both co-channel and adjacent channel interference is developed; the latter has been shown to have considerable impact in practical systems. Cooperative spectrum sensing, opportunistic spectrum access, channel assignment, and power allocation are considered in the problem formulation. We propose a reformulation–linearization technique (RLT) based centralized algorithm, as well as a distributed greedy algorithm that uses local information for near-optimal solutions. Both algorithms are evaluated with simulations and are shown quite effective for mitigating both types of interference and achieving high CR network capacity. 相似文献
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文章认为R4和高速下行数据接入(HSDPA)的混合组网方式是目前比较合理的组网方式,可以减少建设成本,并降低管理维护和优化的复杂度,是主流运营商倾向的组网方式。文章提出通过理论计算结合系统级仿真手段可以对基于TD-SCDMA的R4与HSDPA业务混合组网前后系统性能进行对比研究,并提出通过优化HSDPA业务信道发射功率、调度算法、无线资源管理(RRM)算法等多种手段可以提升混合组网后系统性能。 相似文献
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电力线载波通信EMI滤波电路研究 总被引:1,自引:0,他引:1
电力线通信是一个正在发展的崭新学科,但由于电力线传输的无屏蔽性,给电力线通信带来严重的电磁干扰与电磁兼容问题。在深入分析了电力线通信系统产生电磁干扰的主要原因的基础上,对EMI滤波电路进行了设计研究,并通过实验验证了该滤波网络对于抑制电力线载波通信EMI的可行性。 相似文献
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Aiming at the characteristics of NB-IoT such as low power consumption,low cost and low sampling rate,an NB-IoT delay estimation algorithm based on inter-cell interference cancellation was proposed.To gradually eliminate the interaction between signals in each cell,an inter-cell iterative interference cancellation algorithm was considered.In each iteration,the idea of time-frequency cross-correlation overlapping was introduced on the basis of traditional correlation algorithms to break through the limitations of the sampling rate and further improve the accuracy of time delay estimation.At the same time,a first-arrival-path (FAP) searching algorithm based on noise threshold was used to suppress multipath effects.Through experimental simulation,the results show that the proposed algorithm can significantly improve the time delay estimation accuracy of NB-IoT on the basis of related algorithms. 相似文献