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相关概念视频

Typical Model Studies01:30

Typical Model Studies

648
Fluid mechanics model studies often utilize scaled-down systems to predict fluid behavior in full-scale environments, such as river flows, dam spillways, and structures interacting with open surfaces. Maintaining Froude number similarity in river models is crucial, as it replicates surface flow features like wave patterns and velocities.
648
Design Example: Creating a Hydraulic Model of a Dam Spillway01:21

Design Example: Creating a Hydraulic Model of a Dam Spillway

801
Scaled hydraulic models of dam spillways provide a practical way to replicate and study the intricate flow dynamics of these structures. Often built to a 1:15 ratio, these models allow for observing critical water behavior, such as velocity distribution, flow patterns, and energy dissipation.
801
Excess Pressure Inside a Drop and a Bubble01:13

Excess Pressure Inside a Drop and a Bubble

3.6K
The shape of a small drop of liquid can be considered spherical, neglecting the effect of gravity. This drop can further be considered as two equal hemispherical drops put together due to surface tension. The forces acting on the spherical drop are due to the pressure of the liquid inside the drop, the pressure due to air outside the drop, and the force due to the surface tension acting on the two hemispherical drops.
3.6K
Euler's Formula for Pin-Ended Columns01:21

Euler's Formula for Pin-Ended Columns

771
In structural engineering, the stability of columns under compressive axial loads is a critical consideration, described as buckling. A typical example involves a column PQ, which is pin-connected at both ends and subjected to a centric axial load F applied at one end, with a reaction force of F' = -F at the other end. Here, it is crucial to understand that when an applied load exceeds the critical load, buckling occurs as the system becomes unstable.
To calculate the critical load, envision...
771
Design of Columns under a Centric Load01:17

Design of Columns under a Centric Load

585
The design of columns under centric load is a fundamental aspect of structural engineering and is critical for ensuring the stability and integrity of structures. Euler's and Secant's formulas are central to understanding and calculating the critical load and deformation behaviors of columns, providing a basis for safe and effective structural design.
Euler's formula is applicable under the assumption that the column is a perfect, straight, homogenous prism, and it is operating...
585
Pressure Variation in a Fluid at Rest01:11

Pressure Variation in a Fluid at Rest

891
In a fluid at rest, the pressure at any point beneath the fluid surface depends solely on the depth, not on the container's shape or size. This principle, known as hydrostatic pressure, arises because, in stationary fluids, there is no acceleration, meaning the forces within the fluid balance out. Only vertical forces, caused by the weight of the fluid above, contribute to pressure changes with depth.
When measuring pressure at two different levels within the fluid, the difference in...
891

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相关实验视频

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Microtensiometer for Confocal Microscopy Visualization of Dynamic Interfaces
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将CFD模型固定在现实世界泡柱上,使用墙壁压力波动.

Rupak Kumar1, Vivek V Ranade1

  • 1Multiphase Reactors and Intensification Group Bernal Institute, University of Limerick, Limerick V94 T9PX, Ireland.

ACS engineering Au
|February 23, 2026
PubMed
概括

这项研究表明,使用机器学习的墙壁压力波动可以准确地估计泡列反应堆 (BCR) 计算流体动力学 (CFD) 模型的参数. 这提高了真实世界应用的模拟精度.

科学领域:

  • 化学工程是化学工程的重要组成部分.
  • 流体动力学 流体动力学
  • 计算建模 计算建模

背景情况:

  • 气泡列反应堆 (BCR) 在化学工业中至关重要.
  • 计算流体动力学 (CFD) 模型需要对参数进行调整,以准确模拟BCR.
  • 墙壁压力波动为开发改进的关闭模型提供了潜在的途径.

研究的目的:

  • 评估墙壁压力波动的使用,以开发BCR模拟中的关闭模型.
  • 通过将CFD模型与现实世界反应堆数据挂,提高CFD模型的准确性.

主要方法:

  • 模拟了一个泡柱反应堆,使用三维的短暂欧勒-欧勒模型.
  • 通过将模拟的气体保持与实验数据相匹配,确定了相间阻力参数 (C_D/d_B).
  • 训练了一个人工神经网络 (ANN),将实验壁压力波动与阻力参数相关联.

主要成果:

  • 混合ANN模型在预测阻力参数方面实现了高精度 (R^2 = 0.99).
  • 基于墙壁压力波动的方法准确地捕获了气体速度对气体保持的影响.
  • 该方法在模拟乙醇度对气体保持的影响方面取得了成功.

结论:

关键词:
在 CFD 交易中,我们可以看到 CFD.气泡直径的气泡直径是什么拖动系数 拖动系数流量管理制度 流量管理制度墙壁压力波动 墙壁压力波动

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  • 将墙壁压力波动与机器学习相结合是估计关键CFD模型参数的可行方法.
  • 这种方法显著改善了CFD模型与现实世界泡柱反应堆系统的定.
  • 这些发现为推进工业应用中CFD模拟提供了坚实的基础.