相关实验视频
Updated: Jun 28, 2025

09:17
Surrogate Model Development for Digital Experiments in Welding
Published on: March 28, 2025
821
实验,计算和机器学习方法用于预测激光增材制造中的残余应力:批判性审查
Sung-Heng Wu1, Usman Tariq1, Ranjit Joy1
1Department of Mechanical Engineering, Missouri University of Science and Technology, Rolla, MO 65409, USA.
Materials (Basel, Switzerland)
|April 13, 2024
概括
激光增材制造中的残余应力可能会导致缺陷. 本综述详细介绍了它们的形成和预测,使用实验,计算和机器学习方法来提高零件质量.
科学领域:
- 材料科学与工程 材料科学与工程
- 制造过程 制造过程 制造过程
背景情况:
- 激光增材制造 (LAM) 正在航空航天,汽车和生物医学领域迅速发展.
- 剩余应力是LAM固有的,通常会导致印刷部件的扭曲和裂等关键缺陷.
- 准确预测剩余应力对于减轻故障和确保制造组件的完整性至关重要.
研究的目的:
- 为LAM中残余应力形成机制提供全面的概述.
- 批判性地审查目前用于预测残余应力的方法.
- 确定这一领域的挑战和未来的研究方向.
主要方法:
- 关于残余应力的基本方面和形成机制的文献综述.
- 对残余应力测量的实验技术进行了广泛讨论.
- 分析计算建模方法 (例如,有限元分析).
- 探索用于预测残余应激的机器学习技术.
主要成果:
- 详细解释LAM中的热梯度和相变化是如何导致残余应力发展的.
- 对各种实验和计算预测方法的优点和局限性的比较.
- 突出机器学习的潜力,以提高预测准确性和效率.
结论:
- 了解剩余应力形成是控制LAM缺陷的关键.
- 结合实验,计算和机器学习方法的多方面的方法提供了最强大的预测策略.
- 需要进一步的研究来完善这些方法并解决广泛的工业应用所面临的剩余挑战.
相关概念视频
Residual Stresses
219
Residual stresses reside in a structure even after removing the original stress inducer. This phenomenon often arises from varied plastic deformations across different parts of a structure. Consider a rod stretched beyond its yield point. It will not regain its original length due to permanent deformation. Even after load removal, the rod does not entirely lose stress because of uneven plastic deformations, resulting in residual stresses. The computation of these stresses in structures is...
219
Residual Stresses in Circular Shafts
170
In materials that exhibit elastic and plastic behavior, known as elastoplastic materials, residual stresses can accumulate when these materials experience plastic deformation. This deformation arises from either high levels of shearing stress or significant strains. Residual stresses are internal stresses that persist within a material after removing the external force causing deformation. This phenomenon is demonstrated when observing the behavior of a shaft under torque; notably, the...
170
Residual Stresses in Bending
167
In the study of elastoplastic members subjected to bending moments, understanding the loading and unloading phases is crucial for assessing material behavior and structural integrity. During the loading phase, as the bending moment increases, the material initially responds elastically, adhering to Hooke's Law, where stress is directly proportional to strain. When the load exceeds the yield strength, plastic deformation occurs, resulting in permanent strain and deformation that remains even...
167
Stresses under Combined Loadings
153
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...
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...
153

