基于波的声学模拟使用贝叶斯推理的边界入口估计
Ziqi Chen1, Ning Xiang1, Kirill V Horoshenkov2
1Graduate Program in Architectural Acoustics, School of Architecture, Rensselaer Polytechnic Institute, Troy, New York 12180, USA.
JASA express letters
|June 13, 2023
概括
贝叶斯推理准确地估计了基于波的模拟的声学表面入口模型. 这种方法有效地捕捉了依赖频率的边界条件,提高了声学建模的准确性.
科学领域:
- 声学和计算物理学的物理.
背景情况:
- 精确的声学模拟依赖于定义边界条件,特别是声面的入口或阻抗.
- 对基于波的声学模拟来说,建模频率依赖的边界条件至关重要.
研究的目的:
- 应用贝叶斯推理来估计多极入口模型的顺序和参数.
- 开发一个统一的贝叶斯框架来近似频率依赖的声学入口.
主要方法:
- 试验测量频率依赖的声学入口.
- 应用贝叶斯推理的两个层次到多极入门模型.
- 将最大的策略纳入贝叶斯框架.
主要成果:
- 该研究成功估计了多极入口模型的顺序和参数值.
- 统一的贝叶斯框架在近似声学入口方面被证明是有效的.
- 分析证实了基于多极模型的贝叶斯推理的适用性.
结论:
- 贝叶斯推理提供了一种可靠的方法来估计复杂的声学边界条件.
- 开发的框架提高了基于波的声学模拟的准确性.
- 这种方法非常适合任意的频率依赖边界条件.
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