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首页> 外文期刊>The Journal of the Acoustical Society of America >Information-theoretic analysis of iterated Bayesian acoustic source localization in a static ocean waveguide
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Information-theoretic analysis of iterated Bayesian acoustic source localization in a static ocean waveguide

机译:静态海洋波导中贝叶斯迭代声源定位的信息理论分析

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摘要

Fundamental constructs of information theory are applied to quantify the performance of iterated (sequential) Bayesian localization of a time-harmonic source in a range-and time-invariant acoustic waveguide using the segmented Fourier transforms of the received pressure time series. The nonlinear relation, defined by acoustic propagation, between the source location and the received narrowband spectral components is treated as a nonlinear communication channel. The performance analysis includes mismatch between the acoustic channel and the model channel on which the Bayesian inference is based. Source location uncertainty is quantified by the posterior probability density of source location, by the posterior entropy and associated uncertainty area, by the information gain (relative entropy) at each iteration, and by large-ensemble limits of these quantities. A computational example for a vertical receiver array in a shallow-water waveguide is presented with acoustic propagation represented by normal modes and ambient noise represented by a Kuperman-Ingenito model. Performance degradation due to noise-model mismatch is quantified in an example. Potential extensions to uncertain and stochastic environments are discussed.
机译:信息论的基本结构被应用来量化使用接收压力时间序列的分段傅立叶变换在距离和时间不变的声波导中时间谐波源的迭代(顺序)贝叶斯定位的性能。源位置和接收到的窄带频谱分量之间由声学传播定义的非线性关系被视为非线性通信通道。性能分析包括贝叶斯推断所基于的声学通道与模型通道之间的不匹配。源位置的不确定性通过源位置的后验概率密度,后验熵和相关的不确定性区域,每次迭代时的信息增益(相对熵)以及这些量的大集合极限来量化。给出了浅水波导中垂直接收器阵列的计算示例,其声传播以正常模式表示,环境噪声以Kuperman-Ingenito模型表示。在一个示例中,量化了由于噪声模型不匹配而导致的性能下降。讨论了对不确定和随机环境的潜在扩展。

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