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首页> 外文期刊>IEEE Transactions on Signal Processing >Statistical Angular Resolution Limit for Point Sources
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Statistical Angular Resolution Limit for Point Sources

机译:点源的统计角度分辨率限制

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摘要

We define a statistical angular resolution limit (ARL) on resolving two closely spaced point sources in a 3-D reference frame, using constraints on the probabilities of false alarm and detection for a hypothesis test. The ARL can be used as a performance measure for sensor arrays in localizing remote sources and is applicable to different measurement models and applications (e.g., radar, sonar, or astronomy). By considering the asymptotic performance of the generalized likelihood ratio test (GLRT), we derive the analytical expression of the ARL and show that it is proportional to the square root of the CramÉr–Rao bound (CRB) on the angular source separation, or asymptotically the lower bound on the mean-square angular error $({rm MSAE}_{rm CRB})$. Numerical examples illustrate that the proposed ARL is practically computable and achievable with large data samples. Our analytical result can replace the commonly used ad hoc resolution limits in existing literature.
机译:我们使用对假警报和假设检验的概率的约束来定义3D参考系中两个紧密间隔的点源的统计角度分辨率极限(ARL)。 ARL可以用作定位远程源的传感器阵列的性能指标,并且适用于不同的测量模型和应用(例如,雷达,声纳或天文学)。通过考虑广义似然比检验(GLRT)的渐近性能,我们推导了ARL的解析表达式,并表明它与角源分离上CramÉr-Rao界(CRB)的平方根成正比,或者渐近均方角误差$({rm MSAE} _ {rm CRB})$的下限。数值算例表明,所提出的ARL实际上可以通过大数据样本进行计算和实现。我们的分析结果可以替代现有文献中常用的临时分辨率限制。

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