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A trust evaluation model using controlled Markov process for MANET

机译:MANET的受控马尔可夫过程信任评估模型。

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A distributed trust evaluation model is presented for MANETs by which uncertainties of trust are transformed into probability vectors giving the probability distribution of trust levels. The system evolves over time as a finite-state Markov process with variant transition matrixes. We attempt to predict the trustworthiness values of entities that are determined by their inherent error patterns. The Markov process is associated to a Bonus-Malus System and controlled by the estimated error patterns of individual entities involved. As well, an iteration algorithm is designed to prevent inaccurate predictions for trust values because of the properties of Markov process. The simulation results demonstrate that our model is able to predict local trust successfully for entities in MANETs by estimating their actual error patterns accurately.
机译:提出了一种用于MANET的分布式信任评估模型,该模型将信任的不确定性转换为给出信任级别概率分布的概率向量。随着时间的推移,系统随着具有变迁转移矩阵的有限状态马尔可夫过程而演化。我们尝试预测由其固有错误模式确定的实体的可信度值。马尔可夫过程与Bonus-Malus系统相关联,并受所涉及的单个实体的估计错误模式的控制。同样,由于马尔可夫过程的性质,设计了一种迭代算法来防止对信任值的不正确预测。仿真结果表明,我们的模型能够通过准确估计其实际错误模式来成功预测MANET中实体的本地信任。

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    《》|2010年|P.630-637|共8页
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