基于EMD-PCA的超声波引导波对铁杆树脂螺栓的固定质量进行非破坏性测试
Kesong Fan1,2,3, Ao Yan4, Shaowei Liu5
1School of Mechanical and Power Engineering, Henan Polytechnic University, Jiaozuo, 454000, Hean, China. fankesong@hpu.edu.cn.
Scientific reports
|April 30, 2025
概括
本研究介绍了一种实证模式分解 (EMD) 和主要组件分析 (PCA) 方法,用于在煤矿中对钢筋树脂螺栓定质量的超声波导向波检查. 在EMD-PCA方法有效地识别定缺陷,提高地下环境的安全性.
科学领域:
- 地质技术工程 地质技术工程
- 材料科学 材料科学 材料科学
- 非破坏性测试是一种非破坏性测试.
背景情况:
- 在煤矿中对杆树脂螺栓定质量的超声波导波检查面临诸多挑战,包括信号减弱和波形复杂性.
- 有效地识别固缺陷对于道安全和结构完整性至关重要.
研究的目的:
- 开发和验证一种用于增强超声波引导波分析的新型信号处理方法.
- 准确地检测和描述使用EMD-PCA结合方法的铁杆树脂螺栓的固定缺陷.
主要方法:
- 利用数值模拟和实验室测试来研究超声波引导波的传播.
- 采用低频 (50 kHz) 引导波来最大限度地减少信号衰减.
- 应用经验模式分解 (EMD) 和主要组件分析 (PCA) 用于信号处理和缺陷分析.
主要成果:
- 通过EMD-PCA方法,可以准确地确定固定缺陷的位置和长度.
- 数字模拟和实验室测量之间的差异为9.5%.
- 扩展缺陷的定位误差小于2%,显示出高精度.
结论:
- EMD-PCA信号处理方法可用于超声波引导波非破坏性检测铁杆树脂螺栓的缺陷.
- 这种技术有效地提取接口反射,即使在距离 anchorage的远端附近.
- 该研究验证了一种强大的方法,通过增强的缺陷检测来提高煤矿道安全.
相关概念视频
Non-destructive Tests for Concrete Strength
98
The rebound hammer test, also known as the Schmidt hammer test, is a non-destructive technique for evaluating the hardness of concrete and, indirectly, the strength of concrete. It operates on the principle that the rebound of a spring-driven mass from a concrete surface correlates to the surface's hardness. The device comprises a mass within a tubular housing, a spring mechanism, and a plunger that strikes the concrete. Upon release, the energy imparted to the mass by the spring causes it...
98
Microcracking in Concrete
87
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...
87
Dynamic Modulus of Elasticity of Concrete
209
The dynamic modulus of elasticity assesses how a concrete structure deforms under impact or dynamic loads. It is typically higher than the static modulus of elasticity, measured under slow, steady loading conditions.
The sonic test is a common method to determine the dynamic modulus. In this test, a concrete beam, sized either 6 x 6 x 30 inches or 4 x 4 x 20 inches, is clamped at its center. Vibrations are initiated at one end of the beam by an electromagnetic exciter unit powered by...
The sonic test is a common method to determine the dynamic modulus. In this test, a concrete beam, sized either 6 x 6 x 30 inches or 4 x 4 x 20 inches, is clamped at its center. Vibrations are initiated at one end of the beam by an electromagnetic exciter unit powered by...
209


