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基于竞争协议的不可靠无线网络多传感器估计

Multi-Sensor Estimation for Unreliable Wireless Networks with Contention-Based Protocols

  • 摘要: 状态估计是决策和控制的基础,因此在众多实际应用领域中具有不可替代的作用。本文研究基于竞争协议的不可靠无线网络多传感器估计问题。每一时刻,由于潜在的竞争和冲突,至多只能有一个传感器节点与远程基站通信。此外,无线信道具有不可靠性,数据在传输过程中可能发生丢包现象。综合考虑上述两种问题,提出一种新的数据包到达模型。考虑两种无线传感器网络场景:传感器直接传输原始数据包以及传感器发送本地估计数据。基于所得到的数据包到达模型,分别给出两种场景下远程基站端估计器稳定的充分必要条件。需要指出的是,文中所有稳定性条件都以简单不等式形式给出。不等式为数据包到达概率和系统矩阵谱半径的函数。另外,将所提稳定性条件与现有相关结果进行对比讨论。最后,通过仿真和原型系统验证所给出结果。

     

    Abstract: The state estimation plays an irreplaceable role in many real applications since it lays the foundation for decision-making and control. This paper studies the multi-sensor estimation problem for a contention-based unreliable wireless network. At each time step, no more than one sensor can communicate with the base station due to the potential contention and collision. In addition, data packets may be lost during transmission since wireless channels are unreliable. A novel packet arrival model is proposed which simultaneously takes into account the above two issues. Two scenarios of wireless sensor networks (WSNs) are considered:the sensors transmit the raw measurements directly and the sensors send the local estimation instead. Based on the obtained packet arrival model, necessary and sufficient stability conditions of the estimation at the base station side are provided for both network scenarios. In particular, all offered stability conditions are expressed by simple inequalities in terms of the packet arrival rates and the spectral radius of the system matrix. Their relationships with existing related results are also discussed. Finally, the proposed results are demonstrated by simulation examples and an environment monitoring prototype system.

     

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