基于共识的传感器网络无气味卡尔曼滤波

Wangyan Li, G. Wei, Fei Han
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引用次数: 8

摘要

本文研究了一类具有传感器饱和的传感器网络的基于共识的无气味卡尔曼滤波问题。传感器之间的通信状态用连通非直接图表示。饱和现象既存在于系统状态,也存在于单个传感器状态。此外,提出了一种基于CI (consensus on information)共识方法的分布式无气味卡尔曼滤波算法来估计感兴趣的真实状态。最后,通过仿真算例验证了基于共识的无气味卡尔曼滤波方案的有效性。
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Consensus-based unscented Kalman filter for sensor networks with sensor saturations
In this paper, we devote to investigating the consensus-based unscented Kalman filtering problem for a certain kind of sensor networks with sensor saturations. The communication status among sensors is represented by a connected undirect graph. Saturation phenomenon exists both in the state of the system and individual sensors. Moreover, a distributed unscented Kalman filtering algorithm based on CI (consensus on information) consensus approach is developed to estimate the ture state of interest. Finally, the effectiveness of the proposed consensus-based unscented Kalman filtering scheme is validated through a simulation example.
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