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HYBRID MODELING OF THE DYNAMIC BEHAVIOR OF MOBILE AD-HOC NETWORKS

机译:移动自组织网络动态行为的混合建模

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摘要

The performance of mobile ad-hoc networks is normally studied via simulation over a fixed time horizon using a steady-state type of statistical analysis procedure. However, due to the dynamic nature of the network topology such an approach may be inappropriate in many cases as the network may spend most of the time in a transient or nonstationary state. The objective of this dissertation is to develop a performance modeling framework and detailed techniques for analyzing the time varying performance of mobile ad-hoc networks.Our approach is a performance modeling tool for queueing analysis using a hybrid of discrete event simulation and numerical method techniques. Network queues are modeled using fluid-flow based differential equations which can be solved with any standard numerical integration methods, while node connectivity that represents topology changes is incorporated into the model usingeither discrete event simulation techniques or stochastic modeling of adjacency matrix elements. The hybrid fluid-based approach is believed to be an alternative that can resolve certain issues incurrent simulators and provide flexibility in modeling a more complex network by integrating additional features of nonstationary effect to add higher level of fidelity into the proposed model. Numerical and simulation experiments show that the new approach can provide reasonably accurate results without sacrificing a largeamount of computational resources.
机译:通常,使用稳态类型的统计分析程序通过在固定时间范围内进行仿真来研究移动自组织网络的性能。但是,由于网络拓扑的动态性质,这种方法在许多情况下可能是不合适的,因为网络可能将大部分时间花费在瞬态或非平稳状态。本文的目的是开发一种性能建模框架和详细的技术来分析移动自组织网络的时变性能。我们的方法是一种使用离散事件模拟和数值方法技术混合进行排队分析的性能建模工具。网络队列使用基于流体流的微分方程建模,可以使用任何标准的数值积分方法求解,而代表拓扑变化的节点连通性则通过离散事件模拟技术或邻接矩阵元素的随机建模被纳入模型。基于混合流体的方法被认为是一种替代方案,它可以解决当前模拟器中的某些问题,并通过集成非平稳效应的其他功能来为拟议的模型添加更高级别的保真度,从而为建模更复杂的网络提供灵活性。数值和仿真实验表明,该新方法可以在不牺牲大量计算资源的情况下提供合理准确的结果。

著录项

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    Tipmongkonsilp Siriluck;

  • 作者单位
  • 年度 2009
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  • 原文格式 PDF
  • 正文语种 en
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