具有多重衰落测量的水下信息物理系统的分布平方根立方卡尔曼滤波

Ye Chen, P. Ye, Yuan Liang, Lin Meng
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引用次数: 1

摘要

本文研究了一类具有衰落测量值的水下信息物理系统的分布非线性状态估计问题。在本文中,我们提出了一种改进的平方根立方卡尔曼滤波来处理非线性系统模型。为了提高系统的估计性能,本文引入了扩散策略。为了降低节点间的通信成本,我们提出了一种事件触发机制来避免不必要的信息传输。本文还推导了相应的估计算法。仿真结果表明,该算法能够以较少的通信资源准确估计目标的状态。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Distributed square-root cubature Kalman filter for underwater cyber-physical systems with multiple fading measurements
In this article, we focus on the problem of the distributed nonlinear state estimation for a class of underwater cyber-physical systems with fading measurements. In this article, we propose a modified square-root cubature Kalman filter to tackle with the nonlinear system model. And the diffusion strategy is introduced in this paper to improve the system's estimation performance. To ease the internode communication cost, we propose an event-triggered mechanism to avoid the unnecessary information transmission. The corresponding esti-mation algorithm is also derived in this article. The simulation results show that the proposed algorithm can estimate the target's state accurately with less communication resources.
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