转移学习以考虑声音速度的变化:在水下实验室水箱中源范围的例子
Natalie J Bickmore1, Corey E Dobbs1, Cameron T Vongsawad1
1Department of Physics and Astronomy, Brigham Young University, Provo, Utah 84602, USAnjbickmore@gmail.com, coreydobbs205@gmail.com, cvongsawad@gmail.com, tbn@byu.edu.
JASA express letters
|October 21, 2025
概括
转移学习 (TL) 有效地预测水下声学范围,即使水温变化. 这种方法改善了在可变环境条件下模型的概括性.
科学领域:
- 水下声学 水下声学
- 机器学习 机器学习
背景情况:
- 准确的源接收器范围预测在水下声学中至关重要.
- 环境变化,如水温,可以显著影响声信号传播和模型性能.
研究的目的:
- 为了研究转移学习 (TL) 的应用,以预测源接收器范围在实验室环境下变化的水温.
- 评估TL在不同环境条件下改进模型通用化的能力.
主要方法:
- 作为输入数据,利用了从线性声 (50-100 kHz) 的单水筒声谱水平.
- 在室温水的数据上训练了一维卷积神经网络.
- 使用小数据集应用转移学习,以适应更温暖的水条件的模型.
主要成果:
- 在室温水中训练的模型在应用于更温暖的水数据时表现出偏差.
- 转移学习在温暖的水条件下显著改善了概括性能.
- 证明了TL在减轻环境变化影响方面的有效性.
结论:
- 转移学习显示了提高声波范围预测模型稳定性的巨大潜力.
- TL可以使用最小的数据将预先训练的模型适应新的环境条件,从而提高性能.
- 这种方法为面对动态环境因素的现实应用提供了可行的解决方案.
相关概念视频
Deriving the Speed of Sound in a Liquid
899
As with waves on a string, the speed of sound or a mechanical wave in a fluid depends on the fluid's elastic modulus and inertia. The two relevant physical quantities are the bulk modulus and the density of the material. Indeed, it turns out that the relationship between speed and the bulk modulus and density in fluids is the same as that between the speed and the Young's modulus and density in solids.
The speed of sound in fluids can be derived by considering a mechanical wave...
The speed of sound in fluids can be derived by considering a mechanical wave...
899
Echo
881
The human ear cannot distinguish between two sources of sound if they happen to reach within a specific time interval, typically 0.1 seconds apart. More than this, and they are perceived as separate sources.
Imagine the sound is reflected back to the ears. Assuming that the source is very close to the human, the difference between hearing the two sounds—the emitted sound and the reflected sound—may be more than the minimum time for perceiving distinct sounds. If this is the case,...
Imagine the sound is reflected back to the ears. Assuming that the source is very close to the human, the difference between hearing the two sounds—the emitted sound and the reflected sound—may be more than the minimum time for perceiving distinct sounds. If this is the case,...
881
Speed of Sound in Solids and Liquids
3.8K
Most solids and liquids are incompressible—their densities remain constant throughout. In the presence of an external force, the molecules tend to restore to their original positions, which is only possible because the constituents interact. The interactions help the constituents pass on information about external disturbances, like sound waves. Therefore, sound waves travel faster through these media. Compared to solids, the constituents in a liquid are less tightly bound. Thus, sound...
3.8K
Speed of Sound in Gases
3.9K
The speed of sound in a gaseous medium depends on various factors. Since gases constitute molecules that are free to move, they are highly compressible. Hence, sound waves travel slowly through gases. Thermodynamics helps us understand the relationship between pressure, volume, and temperature of gases, thus, the speed of sound in an ideal gas can be determined using the laws of thermodynamics. At the same time, Newton's laws of motion and the continuity equation of fluid dynamics also come...
3.9K


