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Efficient simulation of TCP/IP for mobile wireless communications using importance sampling

机译:使用重要性采样高效模拟用于移动无线通信的TCP / IP

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Future military communications systems are expected to exchange information in a seamless and reliable manner across heterogeneous networks composed of both fixed, wired nodes and mobile, wireless nodes. While commercial protocols such as TCP/IP have improved the seamlessness of military communications systems, the use of TCP/IP in the mobile, wireless environment for which it was not designed can have a deleterious effect on reliability. Reliable performance of communication systems is ultimately limited by the occurrence of rare events, such as the probability of packet loss. Here we consider a model of the behavior of TCP/IP at a wired-wireless interface in the network which requires the use of Monte Carlo (MC) simulation to estimate the rare event probabilities. To achieve the large speedup required to make MC simulation feasible, we adapt our novel importance sampling (IS) technique called direct probability redistribution (DPR) to the problem of estimating packet loss at the wired-wireless interface in TCP/IP based networks. We demonstrate that DPR is an efficient simulation technique capable of working in the feedback environment resulting from TCP/IP, and obtain orders-of-magnitude speedup of the Monte Carlo simulation used to estimate the packet loss rate in such systems.
机译:预计未来的军事通信系统将以无缝且可靠的方式交换信息,这些信息在由固定的,有线节点和移动,无线节点和移动无线节点组成的异构网络上。虽然TCP / IP等商业协议改善了军事通信系统的无缝性,但在移动设备上使用TCP / IP,它没有设计的无线环境可能对可靠性具有有害影响。通信系统的可靠性最终受到罕见事件的发生,例如丢包的概率。在这里,我们考虑在网络中有线无线接口处的TCP / IP的行为模型,需要使用Monte Carlo(MC)模拟来估计罕见的事件概率。为了实现使MC模拟所需的大型加速,我们将我们的新颖重要采样(IS)技术调整为直接概率再分配(DPR)来估算基于TCP / IP网络的有线无线接口的数据包丢失问题。我们展示DPR是一种能够在TCP / IP产生的反馈环境中工作的有效仿真技术,并获得用于估计这种系统中的分组损耗率的蒙特卡罗模拟的幅度加速度。

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