MIMO雷达系统中的目标跟踪:技术与性能分析

H. Godrich, Vlad M. Chiriac, A. Haimovich, Rick S. Blum
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引用次数: 65

摘要

研究了分布式天线和非相干处理下多输入多输出(MIMO)雷达系统的运动目标跟踪性能。由于使用多个广泛分布的天线,MIMO雷达架构支持集中式和分散式跟踪技术。每个接收雷达可以通过提供原始数据或部分/完全处理的数据来促进中央处理。通过贝叶斯Cramer-Rao界(BCRB)分析了集中跟踪和分散跟踪的估计性能。BCRB提供了雷达几何布局、目标位置和传播路径损失对跟踪精度的影响。研究表明,在传播路径损失不同的情况下,分散估计在融合中心的组合方式会影响整体估计性能。提出了两种跟踪算法,分别对应于集中式和分散式操作模式。结果表明,可以在相对较低的性能成本下降低通信需求和处理负载。根据任务需要,系统可以使用两种方法:集中用于高精度或分散用于资源感知跟踪。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Target tracking in MIMO radar systems: Techniques and performance analysis
In this paper, moving target tracking performance in multiple input multiple output (MIMO) radar systems with distributed antennas and non-coherent processing is studied. Due to the use of multiple, widely distributed antennas, MIMO radar architectures support both centralized and decentralized tracking techniques. Each receiving radar may contribute to central processing by providing either raw data or partially/fully processed data. Estimation performance of centralized and decentralized tracking is analyzed through the Bayesian Cramer-Rao bound (BCRB). The BCRB offers insight into the effect of the radars geometric layout, the target location, and propagation path losses on tracking accuracies. It is shown that, with different propagation path loss, the manner in which decentralized estimations are combined in the fusion center effects the overall estimation performance. Two tracking algorithms are proposed, corresponding to respectively, a centralized and decentralized modes of operation. It is demonstrated that communication requirements and processing load may be reduced at a relatively low performance cost. Based on mission needs, the system may use either approach: centralized for high accuracy or decentralized for resource-aware tracking.
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