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相关概念视频

An Introduction to Mechanics01:28

An Introduction to Mechanics

1.8K
Humans have been making ships, shelters, pyramids, weapons, agricultural equipment, and many more items without recording the process or theory behind them for centuries. It would be challenging to document the evolution of mechanics from its origin to the present.
According to records, the history of mechanics starts with Aristotle (384–322 BC). He related mechanics to physical theory, aiming for a universal synthesis.
Newton defined mechanics as the branch of physical science that...
1.8K
Indeterminate Structure01:18

Indeterminate Structure

505
Indeterminate structures refer to structures where internal forces and reactions cannot be determined using only the equations of static equilibrium.  Indeterminate structures have more unknown forces and reaction forces than equations of static equilibrium that can be used to determine them. Indeterminate structures are often used in engineering to create complex, efficient, and aesthetically pleasing structures. There are various types of indeterminate structures used in engineering and...
505
Two-Dimensional Force System: Problem Solving01:29

Two-Dimensional Force System: Problem Solving

542
Solving problems related to two-dimensional force systems is an essential aspect of mechanics and engineering. By applying the principles of vector analysis and force equilibrium, one can determine the effect of multiple forces acting on an object in a two-dimensional space.
The first step to solving a two-dimensional force system problem is to draw a free-body diagram of the object under consideration. This diagram helps identify all the external forces acting on the object, including their...
542
Three-Dimensional Force System:Problem Solving01:30

Three-Dimensional Force System:Problem Solving

630
A three-dimensional force system refers to a scenario in which three forces act simultaneously in three different directions. This type of problem is commonly encountered in physics and engineering, where it is necessary to calculate the resultant force on the system, which can then be used to predict or analyze the behavior of the object or structure under consideration.
To solve a three-dimensional force system, first resolve each force into its respective scalar components. Do this using...
630
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving01:29

Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving

42
Mechanistic models play a crucial role in algorithms for numerical problem-solving, particularly in nonlinear mixed effects modeling (NMEM). These models aim to minimize specific objective functions by evaluating various parameter estimates, leading to the development of systematic algorithms. In some cases, linearization techniques approximate the model using linear equations.
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
42
Linear Approximation in Time Domain01:21

Linear Approximation in Time Domain

64
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,...
64

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相关实验视频

Updated: Jun 8, 2025

Subject-specific Musculoskeletal Model for Studying Bone Strain During Dynamic Motion
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Subject-specific Musculoskeletal Model for Studying Bone Strain During Dynamic Motion

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基于多层次物理的深度学习,用于解决计算结构力学中的部分微分方程.

Weiwei He1, Jinzhao Li1, Xuan Kong2

  • 1College of Civil Engineering, Hunan University, Changsha, 410082, China.

Communications engineering
|November 2, 2024
PubMed
概括
此摘要是机器生成的。

一个新的多层次物理信息神经网络 (PINN) 框架解决了结构力学方面的挑战. 这种方法提高了解决工程中复杂,高阶部分微分方程的精度和计算时间.

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Lumped-Parameter and Finite Element Modeling of Heart Failure with Preserved Ejection Fraction
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An Analog Macroscopic Technique for Studying Molecular Hydrodynamic Processes in Dense Gases and Liquids
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相关实验视频

Last Updated: Jun 8, 2025

Subject-specific Musculoskeletal Model for Studying Bone Strain During Dynamic Motion
09:32

Subject-specific Musculoskeletal Model for Studying Bone Strain During Dynamic Motion

Published on: April 11, 2018

9.7K
Lumped-Parameter and Finite Element Modeling of Heart Failure with Preserved Ejection Fraction
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Lumped-Parameter and Finite Element Modeling of Heart Failure with Preserved Ejection Fraction

Published on: February 13, 2021

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An Analog Macroscopic Technique for Studying Molecular Hydrodynamic Processes in Dense Gases and Liquids
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科学领域:

  • 计算力学 计算力学 计算力学
  • 在工程领域的人工智能.
  • 应用数学 应用数学 应用数学

背景情况:

  • 基于物理学的神经网络 (PINNs) 显示出解决部分微分方程的前景.
  • 在结构力学中解决高阶非线性方程仍然是传统PINNs的计算挑战.

研究的目的:

  • 为结构力学问题开发一个先进的多层次PINN框架.
  • 克服经典神经网络在处理复杂,第四阶控制方程方面的局限性.

主要方法:

  • 开发了一种结合多个神经网络的聚合模型.
  • 每个网络都解决了代表特定物理 (几何,构成,平衡) 的一级或二级部分微分方程.

主要成果:

  • 与经典神经网络相比,多层次PINN框架显著提高了准确性.
  • 对结构力学问题的计算时间有显著的减少.

结论:

  • 拟议的多级PINN框架为结构力学计算提供了显著的进步.
  • 这种方法有可能在数字双胞胎系统中促进智能计算.