基于不确定噪声分布的多目标航迹关联模型  被引量:1

Multi-Target Track Association Model Based on Uncertain Noise Distribution

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作  者:邱建杰 蔡益朝[1] 李浩[1] 龙威宇 韩瑜 QIU Jianjie;CAI Yichao;LI Hao;LONG Weiyu;HAN Yu(Air Force Early Warning Academy,Wuhan 430019,Hubei,China)

机构地区:[1]空军预警学院,湖北武汉430019

出  处:《空天防御》2023年第3期104-112,共9页Air & Space Defense

基  金:国家自然科学基金(61502522)。

摘  要:针对传统航迹关联模型中噪声描述过于理想化的问题,提出了一种新的多目标航迹关联模型。该模型通过不确定理论中的不确定对数正态分布描述航迹关联噪声,并以匀加速直线运动目标为例,重构了其运动方程与观测方程,推导了跟踪滤波流程;为了进一步验证模型的有效性和鲁棒性,使用混合噪声模拟复杂电磁环境中的各种噪声,并分别在不同噪声环境、关联算法和目标数量条件下进行了仿真验证。结果表明:所提出的改进模型具有更好的关联准确性和鲁棒性。To resolve the noise description in the traditional track correlation model is too ideal,thus a new multi-target track correlation model was proposed in this paper.The model utilized the uncertainty log-normal distribution from uncertainty theory to describe the track correlation noise.Taking a uniformly accelerated linear moving target as a case study,its motion equation and observation equation were re-constructed before the tracking filtering process was derived.To further verify the effectiveness and robustness of the proposed model,mixed noise was adopted to simulate various noises in a complex electromagnetic environment and verification under different noise environments,correlation algorithms,and target numbers was conducted.The results show that the model proposed has achieved better correlation accuracy and robustness.

关 键 词:航迹关联 多传感器 不确定理论 不确定对数正态分布 

分 类 号:TN953[电子电信—信号与信息处理] TN957.51[电子电信—信息与通信工程]

 

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