使用单点振动数据处理的结构损坏识别
Huan-Yi Chu1, Meng-Hsuan Tien1
1Department of Power Mechanical Engineering, National Tsing Hua University, Hsinchu, Taiwan.
PloS one
|September 11, 2025
概括
这项研究使用振动分析和人工智能来用单个传感器定位和大小结构中的裂. 该方法在有限的数据的情况下显示出对实际结构健康监测的前景.
科学领域:
- 工程 工程师 工程师 工程师
- 人工智能的人工智能
- 结构健康监测 结构健康监测
背景情况:
- 结构的裂导致非线性动态,挑战传统的线性分析.
- 现有的损坏识别方法往往需要大量的传感器,这限制了实际使用.
研究的目的:
- 开发一种方法,使用单点振动测量来识别裂深度和位置.
- 评估非线性分析框架和卷积神经网络用于损伤检测的有效性.
主要方法:
- 使用非线性分析框架模拟破裂束动力学.
- 通过短时间里埃变换生成尖端响应的光谱图.
- 在光谱图上训练一个卷积神经网络,用于裂识别.
主要成果:
- 在裂深度和位置识别方面实现了高的确定系数.
- 准确性取决于足够的训练数据覆盖损坏条件.
- 数据增强显著提高了识别准确度.
结论:
- 单点振动测量与人工智能相结合,可以有效地识别裂深度和位置.
- 拟议的方法为结构健康监测提供了一个实用的解决方案,降低了传感器需求.
- 进一步实施是可行的,特别是对于有限的测量场景的数据增强.
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