一种基于旋转永久磁铁激发的NDT方法来测量水泥杆中主杆的直径和嵌入深度,该方法基于旋转永久磁铁激发
Hejia Wang1, Lan Xiong1, Zhanlong Zhang1
1School of Electrical Engineering, Chongqing University, Chongqing 400044, China.
Sensors (Basel, Switzerland)
|March 17, 2025
概括
一种新的磁旋转方法准确地测量了水泥杆杆直径和深度. 这种非破坏性技术可以改善输电线路的质量控制和结构健康监测.
科学领域:
- 土木工程 土木工程是指土木工程.
- 材料科学 材料科学 材料科学
- 非破坏性测试是指非破坏性测试.
背景情况:
- 水泥杆对于中低压输电网络至关重要.
- 精确测量主铁杆直径和嵌入深度对于杆质量控制和安全至关重要.
- 目前用于内部钢筋的非破坏性测试方法缺乏准确性和效率.
研究的目的:
- 开发一种准确和高效的非破坏性方法来测量水泥杆中主钢筋的直径和嵌入深度.
- 解决当前用于量化内部钢筋特性方法的局限性.
主要方法:
- 一种基于磁旋的检测方法,使用专门设计的H型磁刺激结构和旋转永久磁铁.
- 在七个不同的旋转角度获取磁感应强度数据.
- 应用一个卷积神经网络-长期短期记忆 (CNN-LSTM) 模型来逆转杆直径和嵌入深度.
主要成果:
- 与固定磁刺激相比,测量准确度显著提高.
- 在直径测量时,平均平方根误差 (RMSE) 减少了46.71%.
- 在嵌入式深度测量中,RMSE减少35.57%.
结论:
- 拟议的磁旋转方法提供了一个强大,高效和准确的解决方案,用于量化水泥杆的主要钢筋.
- 这种技术增强了输电线路结构的质量评估和健康监测.
- 这项研究证明了将磁感应与深度学习结合起来,用于结构分析的有效性.
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