高雷诺德数流数据库:空中流数据
Weiwei Zhang1,2,3, Xianglin Shan4,5,6, Yilang Liu4,5,6
1School of Aeronautics, Northwestern Polytechnical University, Xi'an, 710072, China. aeroelastic@nwpu.edu.cn.
Scientific data
|August 27, 2025
概括
一个新的高雷诺德数流数据库AeroFlowData已经建立,以帮助科学研究. 它为复杂的工程应用提供了广泛的数据,克服了现有的流数据库的局限性.
科学领域:
- 流体动力学
- 计算科学
背景情况:
- 流模拟受到多尺度结构的挑战.
- 现有的流数据库缺乏工程应用的高雷诺德数数据.
研究的目的:
- 建立一个全球共享的高雷诺德数流数据库.
- 支持流机器学习和复杂工程流程的研究.
主要方法:
- 数字模拟
- 实验测量
- 数据同化
主要成果:
- 建立了AeroFlowData,一个高雷诺德数流数据库.
- 数据库包含了近40个不同应用程序的模型.
- 包含超过500个流量条件和100TB的数据.
结论:
- AeroFlowData解决了对高雷诺德数流数据的需求.
- 该数据库有助于推进流研究和机器学习.
相关概念视频
Poiseuille's Law and Reynolds Number
6.9K
Any fluid in a horizontal tube can flow due to pressure differences—fluid flows from high to low pressure. The flow rate (Q) is the ratio of pressure difference and resistance through a horizontal tube. The greater the pressure difference, the higher the flow rate. The flow resistance is expressed as:
6.9K
The Buckingham Pi Theorem
914
The Buckingham Pi theorem provides a structured method to simplify fluid dynamics problems by reducing complex systems of variables to dimensionless terms.
914
Major Losses in Pipes
1.3K
When a fluid flows through a pipe, it experiences energy losses due to frictional resistance along the pipe walls, known as major losses. These energy losses result in a pressure drop, which varies based on the flow conditions — whether laminar or turbulent — and the specific physical properties of the fluid and pipe.
Fluid flow can be classified as laminar or turbulent, primarily based on the Reynolds number. This dimensionless number reflects the relative influence of inertial to...
Fluid flow can be classified as laminar or turbulent, primarily based on the Reynolds number. This dimensionless number reflects the relative influence of inertial to...
1.3K
Reynolds Transport Theorem
1.3K
The Reynolds transport theorem provides a framework to relate the time rate of change of an extensive property within a system to that in a control volume, which is crucial for analyzing fluid dynamics. Extensive properties, such as mass, velocity, acceleration, temperature, and momentum, can be expressed in terms of the mass of a fluid portion. These properties are called extensive because they depend on the system's size, while intensive properties are their corresponding values per unit...
1.3K
Dimensionless Groups in Fluid Mechanics
428
Dimensionless groups in fluid mechanics provide simplified ratios that help analyze fluid behavior without relying on specific units. The Reynolds number (Re), which represents the ratio of inertial to viscous forces, distinguishes between laminar and turbulent flows, making it essential in the design of pipelines and aerodynamic surfaces. The Froude number (Fr), the ratio of inertial to gravitational forces, is particularly useful in predicting wave formation and hydraulic jumps in...
428
Turbulent Flow
276
Turbulent flow is characterized by unpredictable fluctuations in velocity and pressure, which result in a chaotic fluid movement distinct from the orderly patterns of laminar flow. While laminar flow is governed by smooth, parallel layers with minimal mixing, turbulent flow exhibits highly irregular, three-dimensional patterns. This behavior arises due to instabilities in the fluid's velocity profile, and amplifies as the flow velocity increases. Minor disturbances, known as turbulent...
276


