基于混合整数(非)线性规划的单路径容量分配公平性机制

Amanpreet Singh, M. Shahabuddin, A. Könsgen, C. Görg
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摘要

高效、公平的网络资源分配对运营商和用户都至关重要。本文分析了瓶颈链路上基于传输层的单个流资源分配方法的性能和公平性。为了在总体带宽最大化和公平性之间找到最优平衡点,利用目标函数和各种约束条件表示的(非线性)规划方法求解分配问题。对于瓶颈公平性,引入了一个因子alpha,其中非零值惩罚占用多个瓶颈的流,导致总体吞吐量增加,但有时会降低公平性,这反映了TCP在多瓶颈场景中的行为。对于两个示例场景,讨论了引入的目标函数和公平性方法的结果,并通过众所周知的性能指标定量地比较了它们的性质。研究表明,尽管所研究的方法对单个流产生不同的带宽分配,但性能度量结果在公平性和吞吐量方面都是相似的,因此对于需要大量计算的复杂场景,可以选择计算量低的方法,即只包括线性组件。
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Fairness mechanisms for single-path capacity allocation based on mixed-integer (Non-)linear programming
An efficient and fair network resource allocation is crucial for both operators as well as users. This paper analyses the performance and fairness properties of transport-layer based resource assignment methods for individual flows on a bottleneck link. To find an optimum trade-off between maximization of the overall bandwidth and fairness, the assignment problem is solved using (non-)linear programming expressed by the objective function and various constraints. For bottleneck fairness, a factor alpha is introduced where non-zero values penalize flows which occupy multiple bottlenecks, resulting in an increase of the overall throughput while sometimes reducing the fairness, which reflects the behaviour of TCP in multi-bottleneck scenarios. For two example scenarios, the results of the introduced objective functions and fairness methods are discussed and their properties compared quantitatively by means of well-known performance metrics. It is shown that, even though the investigated methods yield different bandwidth allocations for the individual flows, the performance metric results are similar for both fairness as well as throughput, so for complex scenarios which require a large amount of calculations, a method with a low computational effort, i. e. including only linear components can be selected.
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