非双光谱水波场:通过减少顺序非线性解决方案快速和自适应的模态识别和预测
Long-Yuan Zhang1, Jia-Zhi Li1, Yu-Kun Chen1
1Ocean Engineering Joint Institute, Harbin Engineering University, Harbin 150001, People's Republic of China.
Physical review. E
|April 18, 2024
概括
这项研究引入了一种快速的减少顺序非线性解决方案 (RONS) 方法,用于预测复杂的非异光谱水波场. RONS方案增强了模态识别和预测非线性波动力学.
科学领域:
- 流体动力学 流体动力学
- 非线性物理学 非线性物理学
- 计算数学是指计算数学.
背景情况:
- 现实世界中的水波表现出复杂的非线性和非异谱性行为.
- 通过传统的数值模拟或精确的解决方案,很难预测这些波浪演变.
- 可整合的系统理论面临的局限性与非异光谱特征.
研究的目的:
- 引入一种快速且适应性的减少顺序非线性解法 (RONS).
- 允许在非双光谱水波场中进行模态识别和预测.
- 开发一种新的方法来分析复杂的波动力学.
主要方法:
- 从数据驱动和物理驱动的角度讨论粗粒化和模式提取.
- 使用RONS方法进行主要的模式预测.
- 对非线性水波的标准和非异光谱加德纳系统进行研究.
- 开发一个结合符号预计算和数值计算的邻近近似值.
主要成果:
- 证明RONS方法在加德纳系统上的有效性.
- 分析基本的孤独行为和分散效应.
- 展示在水波场内的非线性相互作用中利用局部性.
- 提供RONS计划绩效的比较分析.
结论:
- RONS方案为非异光谱水波预测提供了一个快速而适应性的解决方案.
- 该方法有效地捕捉了基本的波动力学,包括单独的行为和分散效应.
- 开发的邻近近似度通过利用局部非线性相互作用来增强RONS程序.
更多相关视频
11:03An Analog Macroscopic Technique for Studying Molecular Hydrodynamic Processes in Dense Gases and Liquids
Published on: December 4, 2017
8.5K
08:42Measurement of the Directional Information Flow in fNIRS-Hyperscanning Data using the Partial Wavelet Transform Coherence Method
Published on: September 3, 2021
3.1K
相关概念视频
Modes of Standing Waves - I
2.9K
A close look at earthquakes provides evidence for the conditions appropriate for resonance, standing waves, and constructive and destructive interference. A building may vibrate for several seconds with a driving frequency matching the building's natural frequency of vibration; this produces a resonance that results in one building collapsing while the neighboring buildings do not. Often, buildings of a certain height are devastated, while other taller buildings remain intact. This...
2.9K
Wave Parameters
7.7K
The simplest mechanical waves are associated with simple harmonic motion and repeat themselves for several cycles. These simple harmonic waves can be modeled using a combination of sine and cosine functions. Consider a simplified surface water wave that moves across the water's surface. Unlike complex ocean waves, in surface water waves, water moves vertically, oscillating up and down, whereas the disturbance of the wave moves horizontally through the medium. If a seagull is floating on the...
7.7K
Modes of Standing Waves: II
851
The starting point for expressing the modes of standing waves is understanding the boundary conditions that the waves must follow. The boundary conditions are derived from the physical understanding of how the standing waves are sustained, that is, how the vibrating particles of the medium behave at the boundaries imposed on them.
For a tube open at one end and closed at the other filled with air, the modes are such that there is always an antinode at the open end and a node at the closed end....
For a tube open at one end and closed at the other filled with air, the modes are such that there is always an antinode at the open end and a node at the closed end....
851
Rapidly Varying Flow
60
Rapidly varying flow (RVF) in open channels is characterized by abrupt changes in flow depth over a short distance, with the rate of depth change relative to distance often approaching unity. These flows are inherently complex due to their transient and multi-dimensional nature, making exact analysis difficult. However, approximate solutions using simplified models provide valuable insights into their behavior.Key Features of Rapidly Varying FlowRVF is commonly observed in scenarios involving...
60
Linear Approximation in Time Domain
81
Nonlinear systems often require sophisticated approaches for accurate modeling and analysis, with state-space representation being particularly effective. This method is especially useful for systems where variables and parameters vary with time or operating conditions, such as in a simple pendulum or a translational mechanical system with nonlinear springs.
For a simple pendulum with a mass evenly distributed along its length and the center of mass located at half the pendulum's length,...
For a simple pendulum with a mass evenly distributed along its length and the center of mass located at half the pendulum's length,...
81
Linear Approximation in Frequency Domain
89
Linear systems are characterized by two main properties: superposition and homogeneity. Superposition allows the response to multiple inputs to be the sum of the responses to each individual input. Homogeneity ensures that scaling an input by a scalar results in the response being scaled by the same scalar.
In contrast, nonlinear systems do not inherently possess these properties. However, for small deviations around an operating point, a nonlinear system can often be approximated as linear....
In contrast, nonlinear systems do not inherently possess these properties. However, for small deviations around an operating point, a nonlinear system can often be approximated as linear....
89
