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CapEst: A Measurement-based Approach to Estimating Link Capacity in Wireless Networks

机译:CapEst:一种基于测量的估算链路容量的方法   无线网络

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摘要

Estimating link capacity in a wireless network is a complex task because theavailable capacity at a link is a function of not only the current arrival rateat that link, but also of the arrival rate at links which interfere with thatlink as well as of the nature of interference between these links. Models whichaccurately characterize this dependence are either too computationally complexto be useful or lack accuracy. Further, they have a high implementationoverhead and make restrictive assumptions, which makes them inapplicable toreal networks. In this paper, we propose CapEst, a general, simple yet accurate,measurement-based approach to estimating link capacity in a wireless network.To be computationally light, CapEst allows inaccuracy in estimation; however,using measurements, it can correct this inaccuracy in an iterative fashion andconverge to the correct estimate. Our evaluation shows that CapEst alwaysconverged to within 5% of the correct value in less than 18 iterations. CapEstis model-independent, hence, is applicable to any MAC/PHY layer and works withauto-rate adaptation. Moreover, it has a low implementation overhead, can beused with any application which requires an estimate of residual capacity on awireless link and can be implemented completely at the network layer withoutany support from the underlying chipset.
机译:估计无线网络中的链路容量是一项复杂的任务,因为链路上的可用容量不仅取决于该链路上的当前到达速率,而且还取决于干扰该链路的链路上的到达速率以及干扰性质的函数。这些链接之间。准确地描述这种依赖性的模型要么在计算上过于复杂以至无法使用,要么缺乏准确性。此外,它们具有很高的实现开销并且做出限制性假设,这使得它们不适用于实际网络。在本文中,我们提出了CapEst,这是一种通用的,简单而准确的,基于测量的方法,用于估计无线网络中的链路容量。由于计算量小,CapEst允许估计的不准确性。但是,通过使用测量,它可以以迭代的方式纠正这种不准确性,并收敛到正确的估计值。我们的评估表明,CapEst在少于18次迭代中始终收敛到正确值的5%以内。因此,与CapEstis模型无关,它适用于任何MAC / PHY层,并且可以与自动速率自适应一起使用。此外,它具有较低的实施开销,可以与任何需要估计无线链路上剩余容量的应用一起使用,并且可以在网络层完全实现而无需底层芯片组的任何支持。

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