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QoS Routing with worst-case delay constraints: models, algorithms and performance analysis

机译:具有最坏情况时延约束的QoS路由:模型,算法和性能分析

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摘要

In a network where weighted fair-queueing schedulers are used at each link, a flow is guaranteed an end-to-end worst-case delays which depends on the rate reserved for it at each link it traverses. Therefore, it is possible to compute resource-constrained paths that meet target delay constraints, and optimize some key performance metrics (e.g., minimize the overall reserved rate, maximize the remaining capacity at bottleneck links, etc.). Despite the large amount of literature that has appeared on weighted fair-queueing schedulers since the mid '90s, this has so far been done only for a single type of scheduler, probably because the complexity of solving the problem in general appeared forbidding. In this paper, we formulate and solve the optimal path computation and resource allocation problem for a broad category of weighted fair-queueing schedulers, from those emulating a Generalized Processor Sharing fluid server to variants of Deficit Round Robin. We classify schedulers according to their latency expressions, and show that a significant divide exists between those where routing a new flow affects the performance of existing flows, and those for which this do not happen. For the former, explicit admission control constraints are required to ensure that existing flows still meet their deadline afterwards. However, despite this major difference and the differences among categories of schedulers, the problem can always be formulated as a Mixed-Integer Second-Order Cone problem (MI-SOCP), and be solved at optimality in split-second times even in fairly large networks.
机译:在每个链路上都使用加权公平排队调度器的网络中,可以确保流具有端到端最坏情况下的延迟,这取决于它所经过的每个链路上为其保留的速率。因此,可以计算出满足目标延迟约束的资源受限路径,并优化某些关键性能指标(例如,最小化总体保留速率,最大化瓶颈链路上的剩余容量等)。尽管自90年代中期以来,在加权公平排队调度器上已经出现了大量文献,但是到目前为止,仅针对单一类型的调度器才完成此工作,这可能是因为解决该问题的复杂性总体上看来是不允许的。在本文中,我们为各种加权的公平排队调度程序制定并解决了最佳路径计算和资源分配问题,从那些模拟通用处理器共享流体服务器的程序到Deficit Round Robin的变体。我们根据调度程序的等待时间表达式对调度程序进行分类,并表明在路由新流影响现有流的性能的调度器和不发生这种情况的调度器之间存在明显的鸿沟。对于前者,需要明确的准入控制约束条件,以确保现有流程仍能在其后的截止日期之前完成。但是,尽管存在这一主要差异以及调度程序类别之间的差异,但该问题始终可以表述为混合整数二阶锥问题(MI-SOCP),即使在相当大的时间内,也可以在瞬间实现最优解决网络。

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