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Network Stability Under Alpha Fair Bandwidth Allocation With General File Size Distribution

机译:具有常规文件大小分布的Alpha公平带宽分配下的网络稳定性

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Rate allocation among a fixed set of end-to-end connections in the Internet is carried out by congestion control, which has a well established model: it optimizes a concave network utility, a particular case of which is the alpha-fair bandwidth allocation. This paper studies the slower dynamics of connections themselves, that arrive randomly in the network and are served at the allocated rate. It has been shown that under the condition that the mean offered load at each link is less than its capacity, the resulting queueing system is stochastically stable, for the case of exponentially distributed file-sizes. The conjecture that the result holds for general file-size distributions has remained open, and is very relevant since heavy-tailed distributions are often the best models of Internet file sizes. In this paper, building on existing fluid models of the system, we use a partial differential equation to characterize the dynamics. The equation keeps track of residual file size and therefore is suitable for general file size distributions. For alpha fair bandwidth allocation, with any positive alpha parameter, a Lyapunov function is constructed with negative drift when the offered load is less than capacity. With this tool we answer the conjecture affirmatively in the fluid sense: we prove asymptotic convergence to zero of the fluid model for general file-size distributions of finite mean, and finite-time convergence for those of finite $p>1$ moment. In the stochastic sense, we build on recent work that relates fluid and stochastic stability subject to a certain light-tailed restriction. We further provide the supplementary fluid stability argument to establish the conjecture for this class that includes phase-type distributions. Results are supplemented by illustrative network simulations at the packet level.
机译:互联网上固定的一组端到端连接之间的速率分配是通过拥塞控制来进行的,拥塞控制具有完善的模型:它优化了凹网络实用程序,其中一种特殊情况是alpha-公平带宽分配。本文研究了连接本身的速度较慢,它们随机到达网络中并以分配的速率提供服务。已经显示,在每个链接平均提供的负载小于其容量的情况下,对于指数分布的文件大小,所得的排队系统是随机稳定的。结果对于一般文件大小分布的猜想一直没有解决,并且非常有意义,因为重尾分布通常是Internet文件大小的最佳模型。在本文中,基于系统的现有流体模型,我们使用偏微分方程来表征动力学。该公式跟踪剩余文件大小,因此适用于常规文件大小分布。对于阿尔法公平带宽分配,使用任何正的阿尔法参数,当所提供的负载小于容量时,利雅普诺夫函数将构建为负漂移。使用此工具,我们在流体意义上肯定地回答了这个猜想:对于有限均值的一般文件大小分布,我们证明了流体模型的渐近收敛到零,而对于有限的$ p> 1 $ 时刻。在随机意义上,我们建立在近期工作的基础上,该工作将流体和随机稳定性置于一定的轻尾约束下。我们进一步提供补充的流体稳定性论证,以建立此类包括相型分布的猜想。在数据包级别上,通过示例性网络仿真对结果进行补充。

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