浅海绝对和相对传输损耗的信息几何分析示例。

IF 1.2 Q3 ACOUSTICS JASA express letters Pub Date : 2024-07-01 DOI:10.1121/10.0026449
Jay C Spendlove, Tracianne B Neilsen, Mark K Transtrum
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引用次数: 0

摘要

模型流形是一种信息几何工具,是模型的几何表示,可以量化建模参数的预期信息含量。对于浅海环境中的常模声传播模型,要计算垂直线阵列的传输损耗(TL),并构建绝对和相对 TL 的模型流形。在本文介绍的例子中,相对 TL 得到的模型流形更紧凑,海底环境的统计区分度低于绝对 TL 的流形。这个例子说明了如何利用模型流形来改进反演问题的实验设计。
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Information geometry analysis example for absolute and relative transmission loss in a shallow ocean.

The model manifold, an information geometry tool, is a geometric representation of a model that can quantify the expected information content of modeling parameters. For a normal-mode sound propagation model in a shallow ocean environment, transmission loss (TL) is calculated for a vertical line array and model manifolds are constructed for both absolute and relative TL. For the example presented in this paper, relative TL yields more compact model manifolds with seabed environments that are less statistically distinguishable than manifolds of absolute TL. This example illustrates how model manifolds can be used to improve experimental design for inverse problems.

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