融合权值分布式最大相关熵卡尔曼滤波
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TN911.4

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国家国防基金(2023-JCJQ-JJ-0353)、国家自然科学基金(62373247)项目资助


Fusion weight distributed maximum correntropy Kalman filter
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    摘要:

    针对复杂传感器网络环境中存在非高斯噪声和传感器测量信息缺失的现象,基于融合权值设计了分布式卡尔曼滤波 器。利用最大相关熵准则来设计卡尔曼滤波器,解决非高斯噪声带来的影响。针对传感器测量信息缺失的现象,通过把一组 二元随机变量建模为伯努利分布来描述。为了实现传感器节点之间的共识,采用协方差相交方法来进行分布式融合。此外, 考虑到传统的权值设计方法难以提升信息融合的精度,因此通过引入虚拟估计误差和置信水平函数,权值以传感器置信水平 的比例形式进行完全分布和自适应设计。仿真实验表明,所提算法在非高斯噪声和丢包环境下表现出了良好的性能,与传统 的分布式卡尔曼滤波相比,估计精度提升了27.68%。

    Abstract:

    Aiming at the phenomenon of non-Gaussian noise and mising sensor measurement information in complex sensor network environment,a distributed Kalman filter is designed based on the fusion weights.In this paper,the maximum correntropy criterion is utilized to design the Kalman filter to address the effects of non-Gaussian noise.To describe the phenomenon of missing sensor measurement information,a set of binary random variablesis modeled as a Bernoulli distribution.In order to achieve consensus among sensor nodes,covariance intersection method is used for distributed fusion.In addition,considering that it is difficult to improve the accuracy of information fusion with the traditional weight design method,the weights are fully distributed and adaptively designed in the form of proportions of the sensor's confidence level through the introduction of the virtual estimation error and confidence level function.The simulation experiment shows that the proposed algorithm exhibits good performance in non-Gaussian noise and packet drops,and improves the estimation accuracy by 27.68%compared with the traditional distributed Kalman filter.

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徐秋灵,张 鹏,刘 鹏.融合权值分布式最大相关熵卡尔曼滤波[J].国外电子测量技术,2024,43(10):1-8

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  • 在线发布日期: 2024-12-19
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