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相关概念视频

Stresses under Combined Loadings01:23

Stresses under Combined Loadings

146
When analyzing a bent tube with a circular cross-section subjected to multiple forces, it is crucial to determine the stress distribution in order to maintain structural integrity under varied load conditions.
The process begins by slicing the tube at critical points and analyzing the internal forces and stress components at these sections, focusing on the centroid. Normal stresses, generated by axial forces and bending moments, are either compressive or tensile and vary across the section from...
146
Unsymmetric Loading of Thin-Walled Members01:23

Unsymmetric Loading of Thin-Walled Members

101
Thin-walled members with non-symmetrical cross-sections are vital to engineering structures, offering material efficiency and structural integrity. However, unsymmetrical loading on these members leads to complex stress distributions, resulting in simultaneous bending and twisting can cause deformation or structural failure. The interaction between bending and twisting requires detailed analysis to ensure structural resilience.
The concept of the shear center is crucial in countering the...
101
Yield Criteria for Ductile Materials under Plane Stress01:25

Yield Criteria for Ductile Materials under Plane Stress

156
In designing structural elements and machine parts using ductile materials, it is crucial to ensure that these components withstand applied stresses without yielding. Yielding is initially determined through a tensile test, which evaluates the material's response to uniaxial stress. However, tensile stress is insufficient when components face biaxial or plane stress conditions This condition requires advanced criteria to predict failure.
The Maximum Shearing Stress Criterion, also known as...
156
Members Made of Elastoplastic Material01:19

Members Made of Elastoplastic Material

94
The behavior of elastoplastic materials under bending stresses, particularly in structural members with rectangular cross-sections, is crucial for predicting material responses and understanding failure modes. Initially, when a bending moment is applied, the stress distribution across the section follows Hooke's Law and is linear and elastic. This distribution means the stress increases from the neutral axis to the maximum at the outer fibers, up to the elastic limit.
As the bending moment...
94
Design of Columns under a Centric Load01:17

Design of Columns under a Centric Load

104
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...
104
Euler's Formula for Pin-Ended Columns01:21

Euler's Formula for Pin-Ended Columns

295
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,...
295

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相关实验视频

Updated: Jun 12, 2025

Finite Element Modeling for the Simulation of the Quasi-Static Compression of Corrugated Tapered Tubes
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一个基于机器学习的防撞性优化,用于在曲下使用一种新松式的多细胞管.

Rui Liang1, Xuebang Tang2, Jie Huang3,4

  • 1School of Automobile Engineering, Guilin University of Aerospace Technology, Guilin, 541004, China.

Heliyon
|September 26, 2024
PubMed
概括

松灵感的多细胞管 (PCMTs) 显示了增强的防撞性. 机器学习优化显著提高了车辆安全应用的能量吸收和结构性能.

关键词:
生物生物的生物体.适应性 适应性 适应性 适应性机器学习 机器学习多细胞管是多细胞管.松树的松树.

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科学领域:

  • 汽车工程 汽车工程
  • 材料科学是一种材料科学.
  • 计算力学是计算力学.

背景情况:

  • 生物管在汽车工程中提供了卓越的防撞潜力.
  • 以松为灵感的多细胞管 (PCMTs) 正在研究它们的结构性能.

研究的目的:

  • 为了调查PCMT的防撞反应.
  • 使用机器学习进行PCMT的多目标优化.

主要方法:

  • 基础PCMT模型与现有实验的相关性.
  • 对各种PCMT配置的动态响应评估.
  • 使用机器学习算法构建代理模型.
  • 使用非主导排序遗传算法II (NSGA-II) 的多目标优化.

主要成果:

  • 厚度变化显著影响初始峰值力 (IPF) 和平均压碎力 (MCF).
  • 最佳PCMT设计显示IPF (36.82%),MCF (61.66%) 和特定能量吸收 (SEA) (72.95%) 与总和情况相比大幅增加.
  • 嵌入内管可以增强能量吸收,使IPF增加最小.
  • 与原始管相比,最佳设计在MCF中实现了18.01%的差异,在SEA中达到5.91%.

结论:

  • 作为车辆车身中有效的能量吸收结构,PCMT显示出显著的潜力.
  • 机器学习驱动的优化对于最大限度地提高生物结构的防撞性至关重要.
  • 该研究强调了生物灵感设计对先进汽车安全系统的好处.