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Consensus-based filter designing for wireless sensor networks with packet loss

机译:丢包的无线传感器网络基于共识的滤波器设计

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摘要

In wireless sensor networks (WSNs) and networked control systems (NCSs), packet loss is inevitable. If the node loses measurement data, then the estimation performance will degrade. In this paper, a novel filter based on consensus algorithm for packet loss is designed in order to increase estimation accuracy and reliability. Firstly we develop a packet loss model with a stochastic Bernoulli binary switching sequence. Then a novel filter that can tolerate packet loss is designed with consensus strategy and the orthogonal analysis approach. Finally, simulation results show that comparing with existing methods the proposed filter has superior performance.
机译:在无线传感器网络(WSN)和网络控制系统(NCS)中,丢包是不可避免的。如果节点丢失测量数据,则估计性能将下降。本文设计了一种基于共识算法的丢包过滤器,以提高估计的准确性和可靠性。首先,我们建立了具有随机伯努利二进制交换序列的丢包模型。然后采用共识策略和正交分析方法设计了一种可以容忍丢包的新型滤波器。最后,仿真结果表明,与现有方法相比,该滤波器具有更好的性能。

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