Evaluating MANET Uncertainty Analysis Framework

Samradnyee S. Pawar, S. Thorat, Durgesh P. Kshirsagar
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Abstract

Using trust relationships between nodes, decision making in a peer-to-peer distributed network like MANET possible to improve. Uncertainty plays an important role in such decision making process. Our earlier research work viz. Sandeep et al. [1] proposed Uncertainty Analysis Framework (UAF) for MANET and integrated it with different trust variants representing direct trust, indirect trust and global trust. The research work explored relationship between uncertainty and trust. The UAF is found useful to quantify Belief, Disbelief, and Uncertainty (BDU) of a network. The earlier research work measured impact of direct, indirect and global trust on the performance of the routing protocols. The proposed work is useful to get more insights about - MANET working, effectiveness of trust based algorithms and impact of uncertainty on the behavior of MANET. This research work analyses UAF behavior and performance of indirect and global trust-based routing protocols using different test conditions. The proposed research work observed that, uncertainty reduces drastically when trust is used for decision making in routing protocols. It is also observed approximately 140 seconds are required to identify good and misbehaving nodes in the network. Belief, Disbelief and Uncertainty values are fairly stable after 140 seconds from network bootstrap. Indirect trust model is found more useful for open and distributed peer-to-peer networks.
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评估MANET不确定性分析框架
利用节点之间的信任关系,可以改善像MANET这样的点对点分布式网络中的决策。不确定性在这种决策过程中起着重要的作用。我们早期的研究工作,即Sandeep等人[1]提出了MANET的不确定性分析框架(UAF),并将其与代表直接信任、间接信任和全局信任的不同信任变体集成在一起。本研究探讨了不确定性与信任的关系。UAF可用于量化网络的信念、怀疑和不确定性(BDU)。早期的研究工作测量了直接信任、间接信任和全局信任对路由协议性能的影响。本文的工作有助于深入了解- MANET的工作、基于信任的算法的有效性以及不确定性对MANET行为的影响。本研究在不同的测试条件下分析了间接路由协议和全局信任路由协议的UAF行为和性能。研究发现,将信任用于路由协议决策时,不确定性显著降低。还观察到大约需要140秒来识别网络中的良好和不良节点。网络启动140秒后,Belief、believe和Uncertainty的值基本稳定。间接信任模型更适用于开放和分布式的点对点网络。
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