相关实验视频
Updated: Jan 16, 2026

08:29
Thermal Measurement Techniques in Analytical Microfluidic Devices
Published on: June 3, 2015
10.1K
基于ANN的热分析3D MHD混合纳米流体通过LMA通过收缩板的流动
Muhammad Imran1, Syed Tauseef Saeed2, Jihad Younis3
1School of Mathematics and Statistics, Northwestern Polytechnical University, Xi'an, 710072, China.
Scientific reports
|September 27, 2025
概括
这项研究使用人工神经网络 (ANN) 来有效地建模磁动力学 (MHD) 混合纳米流体 (HNF) 流量传热. 该ANN方法准确预测热流体行为,超过传统的数值方法.
科学领域:
- 流体动力学 流体动力学
- 热传递是一种热传递.
- 纳米技术 纳米技术
背景情况:
- 磁动力学 (MHD) 和混合纳米流体 (HNF) 对于先进的热管理至关重要.
- 了解3D混合对流流中的热传递对于工程应用至关重要.
研究的目的:
- 开发和验证一个人工神经网络 (ANN) 模型,用于预测MHD HNF流中的热传输.
- 分析各种参数对流体流量和温度场的影响.
- 与传统的数值方法相比,证明ANN的计算效率.
主要方法:
- 使用 MATLAB 的 bvp4c.c. 数字解决了管理的非线性方程.
- 一个人工神经网络 (ANN) 用莱文伯格-马奎特算法 (LMA) 进行训练,用于预测.
- 应用了相似性转换来简化方程.
主要成果:
- LMA-ANN模型准确地预测了流量和温度场,回归系数高,平均平方误差低.
- 增加纳米粒子体积分数和格拉索夫数增强了热传递.
- 发现磁场和滑动降低了流体的速度.
结论:
- 综合ANN和数值方法有效模拟MHD HNF流中的非线性热流体行为.
- 这种方法为优化电子冷却,能源系统和热过程提供了显著的计算优势.
更多相关视频
相关概念视频
Steady, Laminar Flow Between Parallel Plates
795
Understanding steady, laminar flow between parallel plates is essential for analyzing and designing flow in narrow rectangular channels, commonly found in various water conveyance and drainage systems. The Navier-Stokes equations govern fluid motion and are generally challenging to solve due to their nonlinearity. However, simplifications are possible in certain cases, like the steady laminar flow between parallel plates. For this scenario, we assume steady, incompressible, laminar flow.
795
Laminar and Turbulent Flow
10.6K
Fluid dynamics is the study of fluids in motion. Velocity vectors are often used to illustrate fluid motion in applications like meteorology. For example, wind—the fluid motion of air in the atmosphere—can be represented by vectors indicating the speed and direction of the wind at any given point on a map. Another method for representing fluid motion is a streamline. A streamline represents the path of a small volume of fluid as it flows. When the flow pattern changes with time, the...
10.6K
Steady, Laminar Flow in Circular Tubes
1.0K
Hagen-Poiseuille flow describes a viscous fluid's steady, incompressible flow through a cylindrical tube with a constant radius R. This flow profile is often applied to understand fluid transport in narrow channels, such as capillaries. It serves as a foundational example of laminar flow. In this model, cylindrical coordinates (r,θ,z) are used to describe the radial (r), angular (θ), and axial (z) dimensions within the tube. For Hagen-Poiseuille flow, the velocity profile is purely axial,...
1.0K
Couette Flow
949
Couette flow represents the flow of fluid between two parallel plates, with one plate fixed and the other moving with a constant velocity. This configuration allows for a simplified analysis using the Navier-Stokes equations, which govern fluid motion under conditions of viscosity and incompressibility. For Couette flow, the assumptions include a steady, laminar, incompressible flow with a zero-pressure gradient in the flow direction. This flow type is beneficial for understanding shear-driven...
949
Fluid Pressure over Flat Plate of Constant Width
2.4K
When a body is submerged in water, it experiences fluid pressure acting normal on its surface and distributed over its area. For better design structures, it is crucial to determine the magnitude and location of the resultant force acting on the surface. In the case of a rectangular plate of constant width submerged in water, the pressure increases with depth, resulting in a linearly varying trapezoidal pressure distribution from the upper to the lower edge of the plate.
The resultant force...
The resultant force...
2.4K
Mechanisms of Heat Transfer II
4.2K
In convection, thermal energy is carried by the large-scale flow of matter. Ocean currents and large-scale atmospheric circulation, which result from the buoyancy of warm air and water, transfer hot air from the tropics toward the poles and cold air from the poles toward the tropics. The Earth’s rotation interacts with those flows, causing the observed eastward flow of air in the temperate zones. Convection dominates heat transfer by air, and the amount of available space for the airflow...
4.2K

