在α合金上的短裂纹的疲劳裂纹路径上进行了一项机器学习研究
Zhengyu Shen1,2, Guanlin Lv1,2, Daixin Fu1,2
1Failure Mechanics and Engineering Disaster Prevention and Mitigation Key Laboratory of Sichuan Province, Sichuan University, Chengdu 610207, People's Republic of China.
概括
这项研究引入了基于物理学的神经网络,用于预测中的短裂生长路径. 该模型准确地预测了裂行为,超过了用于增强结构完整性的传统方法.
科学领域:
- 材料科学 材料科学 材料科学
- 机械工程 机械工程
- 计算科学 计算科学
背景情况:
- 了解短裂生长对于预测材料疲劳寿命至关重要.
- 传统的破裂路径预测方法可能是复杂和耗时的.
研究的目的:
- 开发一个基于物理学的神经网络 (PINN) 模型,用于预测短裂生长路径.
- 为了利用贝叶斯式超参数优化来进行强大的模型训练.
- 将拟议模型的性能与现有的机器学习和分析技术进行比较.
主要方法:
- 开发了一种PINN模型,其中结合了贝叶斯式超参数优化.
- 循环负荷测试是在使用超声波疲劳机器对阿尔法样本进行的.
- 谷粒大小,方向,谷粒边界和裂生长方向被用作输入特征.
- 优化了数据处理方法,包括尺寸比和角度操作.
主要成果:
- 一个可靠的裂生长路径预测模型在谷物边界的路径角度上获得了10%的容忍度.
- 与经典机器学习模型相比,PINN模型表现出优异的预测性能.
- 拟议的模型在预测裂生长路径方面优于滑动痕迹分析.
结论:
- 基于物理的机器学习为预测短裂增长提供了一种强大的方法.
- 开发的PINN模型为结构完整性评估提供了一个准确和高效的工具.
- 这项研究有助于推进人工智能在材料科学和疲劳分析中的应用.
相关概念视频
Fatigue
199
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...
199
Microcracking in Concrete
141
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...
141
Fatigue Strength of Concrete
208
Fatigue, in the context of materials science and engineering, refers to the weakening or failure of a material caused by repeatedly applied loads, even if these loads are below the strength limit of the material. Fatigue strength in concrete is a critical property that influences its durability and longevity. Concrete can fail in two ways due to fatigue. Static fatigue or creep rupture occurs under a constant load or one that increases slowly. The other failure mode is due to cyclical or...
208


