对于水柱声速和海底地球声学模型的联合跨维逆转
1School of Earth and Ocean Sciences, University of Victoria, Victoria, British Columbia, Canada.
JASA express letters
|June 9, 2023
概括
这项研究通过贝叶斯反转来共同估计海洋声速概况和海底模型. 该方法从声学数据中揭示了详细的水柱和海底结构.
科学领域:
- 海洋声学 海洋声学
- 地质物理学 地质物理学
- 信号处理 信号处理
背景情况:
- 准确的海洋声速概况 (SSP) 和海底地球声学模型对于水下声学传播至关重要.
- 传统方法通常需要预定义的模型或有限的参数,可能缺少复杂的结构.
研究的目的:
- 开发贝叶斯反转方法,用于联合估计水柱SSP和海底地球声学模型.
- 根据数据信息内容,对水柱和海底进行内在参数化.
主要方法:
- 对水柱 (断片连续的SSP) 和海底 (均层) 构建跨维模型.
- 使用贝叶斯反转来估计两种模型的边际后置概率概况.
- 对从新英格兰泥区收集的模态分散数据的应用.
主要成果:
- 该方法成功估计了边际后置概率概率,量化了水柱和海底结构的分辨率.
- 已证明能够推断SSP和地声模型的复杂,数据驱动的参数化.
- 使用真实世界的海洋声学数据进行验证.
结论:
- 拟议的贝叶斯反转为联合估计海洋声学特性提供了一个强大的方法.
- 这种方法通过揭示详细的结构来增强对水下环境的理解.
- 跨维模型的使用允许在水柱和海底表征中实现数据适应性复杂性.
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