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Distributed quantized Kalman filtering for wireless sensor networks
无线传感器网络分布式量化卡尔曼滤波

Keywords: wireless sensor networks,distributed quantized Kalman filtering,dynamic Lloyd-Max quantizer,stability
无线传感器网络
,分布式量化卡尔曼滤波,动态Lloyd-Max量化器,稳定性

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Abstract:

We study the distributed quantized Kalman filtering for the target-tracking in wireless sensor networks(WSNs).Because of the constraints on power and bandwidth in WSNs,sensor data have to be quantized before transmis-sion.A linear discrete-time stochastic dynamic system is employed for this purpose.First,a dynamic Lloyd-Max quantizer is adopted and the corresponding online update scheme is designed.Then,the optimal recursive quantized Kalman filter is derived based on the Bayesian principles,and an asymptot...

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