Impact Analysis of Time Synchronization Error in Airborne Target Tracking Using a Heterogeneous Sensor Network

Drones Pub Date : 2024-04-23 DOI:10.3390/drones8050167
Seokwon Lee, Zongjian Yuan, I. Petrunin, Hyosang Shin
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Abstract

This paper investigates the influence of time synchronization on sensor fusion and target tracking. As a benchmark, we design a target tracking system based on track-to-track fusion architecture. Heterogeneous sensors detect targets and transmit measurements through a communication network, while local tracking and track fusion are performed in the fusion center to integrate measurements from these sensors into a fused track. The time synchronization error is mathematically modeled, and local time is biased from the reference clock during the holdover phase. The influence of the time synchronization error on target tracking system components such as local association, filtering, and track fusion is discussed. The results demonstrate that an increase in the time synchronization error leads to deteriorating association and filtering performance. In addition, the results of the simulation study validate the impact of the time synchronization error on the sensor network.
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使用异构传感器网络进行机载目标跟踪时时间同步误差的影响分析
本文研究了时间同步对传感器融合和目标跟踪的影响。作为基准,我们设计了一个基于轨迹到轨迹融合架构的目标跟踪系统。异构传感器检测目标并通过通信网络传输测量结果,而本地跟踪和轨迹融合则在融合中心进行,以将这些传感器的测量结果整合到融合轨迹中。对时间同步误差进行数学建模,并在保持阶段从参考时钟偏移本地时间。讨论了时间同步误差对目标跟踪系统组件(如本地关联、滤波和轨迹融合)的影响。结果表明,时间同步误差的增加会导致关联和过滤性能下降。此外,模拟研究结果也验证了时间同步误差对传感器网络的影响。
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