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一种基于异步传感器网络的空间目标分布式跟踪方法
引用本文:黄静琪, 胡琛, 孙山鹏, 高翔, 何兵. 一种基于异步传感器网络的空间目标分布式跟踪方法[J]. 电子与信息学报, 2020, 42(5): 1132-1139. doi: 10.11999/JEIT190460
作者姓名:黄静琪  胡琛  孙山鹏  高翔  何兵
作者单位:1.火箭军工程大学 西安 710025;;2.宇航动力学国家重点实验室 西安 710043
摘    要:

为解决传感器网络在空间目标分布式跟踪过程中的异步采样及通信延迟问题,该文提出一种异步分布式信息滤波算法(ADIF)。首先,局部传感器与相邻节点之间以一定的拓扑结构传递带采样时标的局部状态信息和量测信息,然后将收到的异步信息按时间排序,使用ADIF算法进行计算,分别对目标状态进行估计。该方法实现简单,传感器间通信的次数少,支持网络拓扑的实时变化,适用于空间目标监测中的多目标跟踪问题。该文分别对空间单目标、多目标跟踪进行了仿真,结果表明算法可以有效解决异步传感器滤波问题,分布式滤波精度一致逼近于集中式结果。



关 键 词:跟踪算法   分布式传感器   异步数据融合   空间目标跟踪
收稿时间:2019-06-21
修稿时间:2019-10-20

A Distributed Space Target Tracking Algorithm Based on Asynchronous Multi-sensor Networks
Jingqi HUANG, Chen HU, Shanpeng SUN, Xiang GAO, Bing HE. A Distributed Space Target Tracking Algorithm Based on Asynchronous Multi-sensor Networks[J]. Journal of Electronics & Information Technology, 2020, 42(5): 1132-1139. doi: 10.11999/JEIT190460
Authors:Jingqi HUANG  Chen HU  Shanpeng SUN  Xiang GAO  Bing HE
Affiliation:1. Graduate School, Rocket Force University of Engineering, Xi’an 710025, China;;2. State Key Laboratory of Astronautic Dynamics, Xi’an 710043, China
Abstract:To solve the problem of asynchronous sampling and communication delay of sensor network in space target tracking, an Asynchronous Distributed algorithm based on Information Filtering (ADIF) is proposed. First, local state information and measurement information with sampling time is transmitted between local sensor and adjacent nodes in a certain topology structure. Then, the local sensor sorts the received asynchronous information by time, and ADIF algorithm is used to calculate the target state respectively. This method is simple to implement, the frequency of communication between sensors is small, and it supports the real-time change of network topology, which is suitable for multi-target tracking. In this paper, single target and multi-target tracking are simulated respectively. The results show that the algorithm can effectively solve the problem of asynchronous sensor filtering, and the distributed filtering accuracy converges to the centralized result.
Keywords:Tracking algorithm  Distributed sensors  Asynchronous data fusion  Information filtering
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