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Multitarget detection in heterogeneous radar sensor network with energy constraint

机译:具有能量约束的异构雷达传感器网络中的多目标检测

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摘要

Heterogeneous radar sensor networks (HRSNs) are gaining popularity due to the superior detection performance compared to conventional homogeneous radar sensor networks. In this paper, under the assumption that radar sensors perform differently in target detection and energy management, we propose optimized energy allocation scheme based on different fusion approaches for both single moving target and multiple moving targets. For one target detection situation, two decision fusion algorithms, the optimized energy allocation - likelihood ratio (OEA-LR) and the optimized energy allocation - approximate likelihood ratio (OEA-ALR) are proposed to improve the system detection performance given system energy constraint. In multi-target detecting environment, two decision fusion algorithms, namely likelihood ratio with ML function (LR-ML) and approximate likelihood ratio with ML function (ALR-ML) are also investigated and the optimized energy allocation scheme, the algorithm of likelihood function with the minimum Bayes risk (LF-BR) are also proposed. Performances are compared and analyzed in terms of probability of detection, probability of false alarm, detection probability of multiple hypothesis, number of local RSs, etc. via simulations. The proposed approaches not only optimize the energy allocation in HRSNs, but also offer an appropriate tradeoff between resource consumption and target detection performance.
机译:与传统的同质雷达传感器网络相比,由于具有优越的检测性能,异质雷达传感器网络(HRSN)越来越受欢迎。在假设雷达传感器在目标检测和能量管理方面表现不同的前提下,我们针对单个运动目标和多个运动目标提出了基于不同融合方法的优化能量分配方案。针对一种目标检测情况,提出了两种决策融合算法:优化的能量分配-似然比(OEA-LR)和优化的能量分配-近似似然比(OEA-ALR),以在系统能量受限的情况下提高系统检测性能。在多目标检测环境中,还研究了两种决策融合算法,即具有ML函数的似然比(LR-ML)和具有ML函数的近似似然比(ALR-ML),并优化了能量分配方案,即似然函数算法还提出了最小贝叶斯风险(LF-BR)的建议。通过模拟对性能进行比较和分析,包括检测概率,虚警概率,多种假设的检测概率,本地RS的数量等。所提出的方法不仅优化了HRSN中的能量分配,而且在资源消耗和目标检测性能之间提供了适当的权衡。

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