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Nested algorithms for joint DOD and DOA estimation in bistatic MIMO radar

机译:嵌套算法,用于双云雷达的联合国防部和DOA估计

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Abstract This paper presents two nested algorithms—one based on the Estimation of Signal Parameters via Rotational Invariance Technique (ESPRIT) algorithm and the other one on the maximum likelihood estimation—for joint direction of departure (DOD) and direction of arrival (DOA) estimation in bistatic multiple-input multiple-output radar. Both of the proposed nested algorithms interweaves signal grouping schemes and DOD/DOA estimation. Thereby, in each stage only DODs or DOAs, but not both, need to be estimated, and thus the complexity called for can be reduced. Also, the signals in each group have close DOAs, yet diverse DODs, and vice versa, so both DODs and DOAs can be precisely estimated even some of them are very close. Additionally, the estimated DODs and DOAs are automatically paired together without extra computations. Also, for the proposed nested-ML, a non-iterative importance sampling-based ML estimator is developed which is ensured to attain global optimum. Simulation results show that the proposed nested-ESPRIT can provide competing performance, yet with much lower complexity compared with the main state-of-the-art works; whereas, nested-ML can reach the Cramer–Rao lower bound with slightly higher complexity.
机译:摘要本文基于通过旋转不变性技术(ESPRIT)算法估计信号参数的估计算法 - 另一个关于最大似然估计 - 用于离开的最大似然估计(DOD)和到达方向(DOA)估计在双面多输入多输出雷达中。两个提议的嵌套算法都是互通信号分组方案和国防部/ DOA估计。因此,在每个阶段仅在每个阶段,但不需要估计两种阶段,而不是两阶段,因此可以减少所谓的复杂性。此外,每个组中的信号都关闭了DOA,但不同的国防道,反之亦然,因此甚至可以精确地估计两种国防部和DOAS都非常接近。此外,估计的国防部和DOAS在没有额外计算的情况下自动配对。此外,对于所提出的嵌套-ML,开发了非迭代重视采样的ML估计器,该估计器被确保获得全球最佳。仿真结果表明,与主要的最先进的作品相比,拟议的嵌套ESPRIT可以提供竞争性能,但复杂程度较低;虽然,嵌套-ML可以达到较大的复杂性较高的克拉姆 - 罗克下限。

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