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arXiv 2303.00634cs.ITeess.SPmath.IT
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信道老化对双功能雷达通信系统的影响:性能分析和资源分配

Impact of Channel Aging on Dual-Function Radar-Communication Systems: Performance Analysis and Resource Allocation

Jie Chen, Xiabin Wang, Ying-Chang Liang

摘要:

在传统的双功能雷达通信(DFRC)系统中,雷达和通信信道通常是在固定的时间间隔估计的基础上,他们的最坏情况下的操作场景。这种与情况无关的重复估计导致显著的训练开销并且显著地降低系统性能,特别是对于具有动态感测/通信需求和有限无线电资源的应用。在本文中,我们利用信道老化特性,以减少训练开销,并设计了一个依赖于情况的信道重估计间隔优化为基础的资源分配多目标跟踪DFRC系统的性能改善。具体来说,我们利用信道的时间相关性来预测雷达和通信信道,以减少训练前导码重传的需要。然后,我们描述了信道老化对雷达跟踪性能分析的Cramer-Rao下界(CRLB)和通信性能分析的最大比传输(MRT)和迫零(ZF)发射波束形成的可达速率的影响。特别是,年龄CRLB和可实现的速率推导出相对于信道老化时间,带宽和功率的封闭形式的表达式。基于分析结果,我们优化这些因素,以最大限度地提高平均总年龄的可达率受单个目标跟踪精度的要求,通信速率的要求,和其他实际约束。由于制定的问题属于一个非凸问题,我们开发了一个有效的一维搜索为基础的优化算法,以获得其次优解。最后,仿真结果验证了理论推导结果的正确性和分配方案的有效性。

英文摘要:

In conventional dual-function radar-communication (DFRC) systems, the radar and communication channels are routinely estimated at fixed time intervals based on their worst-case operation scenarios. Such situation-agnostic repeated estimations cause significant training overhead and dramatically degrade the system performance, especially for applications with dynamic sensing/communication demands and limited radio resources. In this paper, we leverage the channel aging characteristics to reduce training overhead and to design a situation-dependent channel re-estimation interval optimization-based resource allocation for performance improvement in a multi-target tracking DFRC system. Specifically, we exploit the channel temporal correlation to predict radar and communication channels for reducing the need of training preamble retransmission. Then, we characterize the channel aging effects on the Cramer-Rao lower bounds (CRLBs) for radar tracking performance analysis and achievable rates with maximum ratio transmission (MRT) and zero-forcing (ZF) transmit beamforming for communication performance analysis. In particular, the aged CRLBs and achievable rates are derived as closed-form expressions with respect to the channel aging time, bandwidth, and power. Based on the analyzed results, we optimize these factors to maximize the average total aged achievable rate subject to individual target tracking precision demand, communication rate requirement, and other practical constraints. Since the formulated problem belongs to a non-convex problem, we develop an efficient one-dimensional search based optimization algorithm to obtain its suboptimal solutions. Finally, simulation results are presented to validate the correctness of the derived theoretical results and the effectiveness of the proposed allocation scheme.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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