Likelihood Function for a Simple Cardioid Sonobuoy Andrew R. Runnalls, University of Kent Published in IEE Proceedings Radar, Sonar and Navigation 153 [2006] pp. 417--26 ABSTRACT This paper considers the common sonobuoy configuration comprising two horizontal dipoles mounted orthogonally together with an omnidirectional sensor. Under the assumption that, within a narrow frequency band of interest, the acoustic power impinging on the sonobuoy consists of uncorrelated Gaussian noise processes, the paper examines how data collected by the sensor can be used to infer the directional distribution of the incident power, as characterised by its spherical harmonic coefficients. The results cover arbitrary directional distributions, and are applicable to small sample sizes as well as large. In particular, the paper examines the form of the likelihood function for the spherical harmonic coefficients, as required for Bayesian inference methods such as particle filtering. Specific attention is given to the case of a single point source superimposed on azimuthally isotropic noise. In this case it is shown that the maximum likelihood estimator for target bearing differs from, and can be considerably more efficient than, the bearing estimator traditionally used for this sensor configuration.
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机译:简单心形声纳浮标的似然函数肯特大学,安德鲁·R·伦纳尔斯(Andrew R. Runnalls)发表于IEE会议论文集雷达,声纳和导航153 [2006]第417--26页摘要本文考虑了常见的声纳浮标配置,该结构包括两个正交安装的水平偶极子和全向传感器。假设在感兴趣的狭窄频带内,撞击到声浮标的声功率由不相关的高斯噪声过程组成,本文研究了如何将传感器收集的数据用于推断入射功率的方向分布,如下所示:其球谐系数的特征。结果涵盖了任意方向的分布,适用于小样本量和大样本量。尤其是,本文根据贝叶斯推理方法(例如粒子滤波)的要求,检查了球谐系数的似然函数的形式。特别注意单点源叠加在方位各向同性噪声上的情况。在这种情况下,示出了目标方位的最大似然估计器与传统上用于该传感器配置的方位估计器不同,并且效率可能大大提高。
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