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相关概念视频

Fatigue01:21

Fatigue

781
Fatigue occurs when materials rupture under repeated or fluctuating loads, even at stress levels far below their static breaking strength. It typically results in brittle failure, even for ductile materials. It is a critical consideration in designing machines and structural components subjected to repetitive or varying loads. The nature of these loadings can range from fluctuating loads like unbalanced pump impellers causing vibrations to repeatedly bending a thin steel rod wire back and forth...
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Stress-Strain Diagram - Brittle Materials01:24

Stress-Strain Diagram - Brittle Materials

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Brittle materials, including glass, cast iron, and stone, exhibit unique characteristics. They fracture without considerable change in their elongation rate, indicating that their breaking and ultimate strength are equivalent. Such materials also show lower strain levels at the point of rupture. The failure in brittle materials predominantly results from normal stresses, as evidenced by the rupture created along a surface perpendicular to the applied load. These materials do not display...
3.7K
Microcracking in Concrete01:20

Microcracking in Concrete

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Microcracking in concrete refers to the tiny cracks that can form within the material even before any external load is applied. These microcracks typically occur at the interface between the coarse aggregate and the hydrated cement paste, often as a result of differential volume changes prompted by variations in stress-strain behavior, as well as thermal and moisture movement. Initially, these microcracks remain stable and do not grow substantially until the concrete is stressed to about 30...
409
Fractures: Bone Repair01:27

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Treatment for a fracture is based on the type of break, the bone affected, and the patient's age.
Minor fractures with no bone displacement are treated by immobilizing the fractured bone using a cast or splint. However, in the case of fractures with displaced bones, the broken bones are repositioned before immobilization to ensure successful healing without deformation and loss of function. The realignment of fractured bone ends is performed through a process called reduction. If the...
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A Method for Studying the Temperature Dependence of Dynamic Fracture and Fragmentation
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材料裂变和故障模拟数据集的数据集.

Ryley G Hill1, Kai Gao2, Aleksandra Pachalieva2

  • 1National Security Earth Science Group, Earth and Environmental Sciences Division, Los Alamos National Laboratory, Los Alamos, NM, 87545, USA. rghill@lanl.gov.

Scientific data
|December 13, 2025
PubMed
概括
此摘要是机器生成的。

这项研究介绍了五种材料中模拟裂变演变的大量数据集,这些数据集是使用相场和有限离散元素方法生成的. 这些数据支持开发用于预测材料故障的机器学习模型.

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相关实验视频

Last Updated: Jan 8, 2026

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09:12

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Published on: June 28, 2015

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Imaging of the Microstructural Failure Mechanism in the Human Hip
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A Virtual Simulation Experiment of Mechanics: Material Deformation and Failure Based on Scanning Electron Microscopy
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科学领域:

  • 物理 物理学 物理
  • 材料科学 材料科学 材料科学
  • 计算力学 计算力学 计算力学

背景情况:

  • 断裂现象在基础设施,航空航天和地球物理学等各个领域都至关重要.
  • 预测材料故障需要强大的模拟数据.
  • 现有的模拟方法在真实性和效率上有所不同.

研究的目的:

  • 提供模拟断裂演变和材料故障的综合数据集.
  • 支持用于故障预测的机器学习模型的开发.
  • 为未来的计算断裂力学研究提供基础.

主要方法:

  • 使用两个不同的数值解法器生成的断裂数据:相场和有限离散元素方法 (FDEM).
  • 模拟了五种材料:PBX,异性质页岩,,和钢.
  • 在各种负载条件下 (无轴和双轴张力) 进行了广泛的模拟,随机初始骨折.

主要成果:

  • 创建了一个包含49万个模拟案例的多样化数据集.
  • 捕获每个模拟的时间断裂传播动态.
  • 数据集包括关于不同材料特性和应力状态下的断裂演变的详细信息.

结论:

  • 本文所介绍的数据集是推进计算材料故障分析的宝贵资源.
  • 它可以开发和验证用于预测断裂的机器学习方法.
  • 促进未来的基础物理学研究和断裂力学的工程应用.