Separation method for acoustic emission signals of prestressing steel strand fracture and concrete cracking

被引:0
作者
Li, Sheng-Li [1 ,2 ]
Chen, Shu-Han [1 ,2 ]
Li, Min [3 ]
Wu, Guang-Ming [1 ,2 ]
Wang, Chao [1 ,2 ]
Hou, Shun-Teng [1 ,2 ]
Jiang, Nan [4 ]
机构
[1] Zhengzhou Univ, Sch Civil Engn, Zhengzhou 450001, Peoples R China
[2] Henan Prov Engn Res Ctr Safety & Life Extens Prest, Zhengzhou 450001, Peoples R China
[3] China Construct Second Engn Bur LTD, Beijing 100000, Peoples R China
[4] Zhengzhou Univ, Sch Ecol & Environm, Zhengzhou 450001, Peoples R China
基金
中国国家自然科学基金;
关键词
Acoustic emission; Prestressed concrete bridge; Structural health monitoring; Supervised classification; Signal separation; DAMAGE CLASSIFICATION; CORROSION;
D O I
10.1016/j.measurement.2024.116607
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In the monitoring of strand fracture in prestressed concrete bridges, concrete cracking often becomes severe, interfering with the identification of strand fracture signals and limiting the effectiveness of monitoring. To address this issue, this paper proposes a novel acoustic emission (AE) signal separation method. By extracting and analyzing the features of strand fracture signals and concrete crack signals, and utilizing K-means clustering combined with support vector machines (SVM), efficient separation of the two signal types is achieved. The results indicate that peak frequency, amplitude, and duration are the key parameters for distinguishing these signals, with the combination of duration and amplitude optimizing classification. The proposed method achieves over 99% accuracy in signal recognition, offering effective technical support for the health monitoring of critical structures.
引用
收藏
页数:13
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