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Type-2 fuzzy decision support system to optimise MANET integration into infrastructure-based wireless systems

机译:类型2模糊决策支持系统,用于优化MANET集成到基于基础架构的无线系统中

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摘要

Mobile ad hoc networks are able to extend the coverage area of Internet access points by establishing multihop communication paths. Due to diverse factors such as the mobility of the nodes, the propagation conditions or the traffic status, the communication paths present a lifetime. In fact, the quality of the Internet connection mainly depends on the durability of the employed communication routes. In order to improve the network performance, the nodes should select the best route in terms of its remaining lifetime. Since the factors impacting the route lifetime are unpredictable, the route remaining lifetime cannot be analytically derived. Under these circumstances, a fuzzy-logic system outstands as a potential solution to estimate the stability of the routes. This paper analyses the potentiality of this kind of solution. In particular, the paper presents a fuzzy logic system which should be installed in the mobile nodes to distributedly identify the stable routes. In particular, the system is supported by an interval-based type-2 fuzzy logic. Being a type-2 fuzzy logic system, it is able to cope with inexact estimations. This ability is necessary to avoid the use of additional messages which will occupy the scarce wireless medium. On the other hand, an interval-based fuzzy system provides the simplicity demanded by the energy-constrained mobile devices. As a novelty, the two outputs of the interval-based fuzzy system are employed. The use of each output depends on the traffic state of the mobile node. By means of extensive simulations, we demonstrate the goodness of the proposed system.
机译:移动自组织网络能够通过建立多跳通信路径来扩展Internet接入点的覆盖范围。由于各种因素(例如节点的移动性,传播条件或流量状态),通信路径存在生命周期。实际上,互联网连接的质量主要取决于所采用的通信路径的持久性。为了提高网络性能,节点应根据其剩余寿命选择最佳路由。由于影响路径寿命的因素是不可预测的,因此无法通过分析得出路径剩余寿命。在这种情况下,模糊逻辑系统是评估路线稳定性的潜在解决方案。本文分析了这种解决方案的潜力。特别是,本文提出了一种模糊逻辑系统,该系统应安装在移动节点上以分布式地标识稳定路线。特别地,该系统由基于间隔的2型模糊逻辑支持。作为2型模糊逻辑系统,它能够应对不精确的估计。为了避免使用会占用稀缺无线媒体的其他消息,此功能是必需的。另一方面,基于间隔的模糊系统可提供受能量限制的移动设备所需的简单性。作为新颖之处,采用了基于间隔的模糊系统的两个输出。每个输出的使用取决于移动节点的流量状态。通过广泛的仿真,我们证明了所提出系统的优越性。

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