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Recognition of damage pattern and evolution in CFRP cable with a novel bonding anchorage by acoustic emission

机译:通过声发射识别新型粘结锚固在CFRP电缆中的损伤模式和演变

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摘要

Carbon fiber reinforced polymer (CFRP) cable has good mechanical properties and corrosion resistance. However, the anchorage of CFRP cable is a big issue due to the anisotropic property of CFRP material. In this article, a high-efficient bonding anchorage with novel configuration is developed for CFRP cables. The acoustic emission (AE) technique is employed to evaluate the performance of anchorage in the fatigue test and post-fatigue ultimate bearing capacity test. The obtained AE signals are analyzed by using a combination of unsupervised K-means clustering and supervised K-nearest neighbor classification (K-NN) for quantifying the performance of the anchorage and damage evolutions. An AE feature vector (including both frequency and energy characteristics of AE signal) for clustering analysis is proposed and the under-sampling approaches are employed to regress the influence of the imbalanced classes distribution in AE dataset for improving clustering quality. The results indicate that four classes exist in AE dataset, which correspond to the shear deformation of potting compound, matrix cracking, fiber-matrix debonding and fiber fracture in CFRP bars. The AE intensity released by the deformation of potting compound is very slight during the whole loading process and no obvious premature damage observed in CFRP bars aroused by anchorage effect at relative low stress level, indicating the anchorage configuration in this study is reliable.
机译:碳纤维增强聚合物(CFRP)电缆具有良好的机械性能和耐腐蚀性。然而,由于CFRP材料的各向异性,CFRP电缆的锚固是一个大问题。在本文中,针对CFRP电缆开发了具有新颖配置的高效粘合锚固。声发射(AE)技术用于评估疲劳测试和疲劳后极限承载力测试中的锚固性能。通过使用无监督K均值聚类和有监督K近邻分类(K-NN)的组合来分析获得的AE信号,以量化锚固和破坏演化的性能。提出了一种用于聚类分析的AE特征向量(包括AE信号的频率和能量特征),并采用欠采样方法来回归AE数据集中不平衡类分布的影响,以提高聚类质量。结果表明,AE数据集中存在四个类别,分别对应于CFRP钢筋中灌封料的剪切变形,基体开裂,纤维-基体剥离和纤维断裂。在整个加载过程中,由灌封料变形释放的AE强度非常小,在相对较低的应力水平下,CFRP钢筋在锚固效应下未观察到明显的过早破坏,表明该锚固构型是可靠的。

著录项

  • 来源
    《Smart structures and systems》 |2018年第4期|421-433|共13页
  • 作者单位

    Univ Sci & Technol Beijing, Sch Civil & Resource Engn, Beijing 100083, Peoples R China;

    Univ Sci & Technol Beijing, Natl Ctr Mat Serv Safety, Beijing 100083, Peoples R China;

    Harbin Inst Technol, Minist Ind & Informat Technol, Key Lab Intelligent Disaster Mitigat, Harbin 150090, Heilongjiang, Peoples R China;

    Harbin Inst Technol, Minist Educ, Key Lab Struct Dynam Behav & Control, Harbin 150090, Heilongjiang, Peoples R China;

    Harbin Inst Technol, Sch Civil Engn, Harbin 150090, Heilongjiang, Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    CFRP cable anchorage; acoustic emission; clustering-based pattern recognition; ultimate bearing capacity;

    机译:CFRP锚固;声发射;基于聚类的模式识别;极限承载力;

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