{"title":"A temperature compensation approach using dynamic time warping for electro-mechanical admittance-based concrete structural damage identification","authors":"Hedong Li, Yaozhi Luo, D. Ai","doi":"10.1177/14759217241261919","DOIUrl":null,"url":null,"abstract":"Ambient temperature effect on electro-mechanical admittance (EMA) signals always imposes a threat to the accurate identification of concrete damages when using surface-mounted piezoelectric lead zirconate titanate transducers. To reduce adverse temperature effect on the EMA signals, this paper proposed a dynamic-time-warping-based temperature compensation approach for concrete structural damage identification, making use of the similarity between two series via accumulating Euclidean distance under admissible temporal alignments. Validating experiments were conducted on a lab-scaled concrete cube with artificial cracks, and practical application on a full-scaled assembled tunnel structure undergone bolt-loosened defects. The approach was sufficiently verified through comparing with the traditional effective frequency shift method for restoration of the conductance signatures altered by temperature. Experimental results demonstrated that the approach possessed superior performance both for pure temperature compensation and temperature-compensated damage identification to the traditional one, which is promising for practical extension to the in situ concrete infrastructural health monitoring.","PeriodicalId":515545,"journal":{"name":"Structural Health Monitoring","volume":"22 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Structural Health Monitoring","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1177/14759217241261919","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Ambient temperature effect on electro-mechanical admittance (EMA) signals always imposes a threat to the accurate identification of concrete damages when using surface-mounted piezoelectric lead zirconate titanate transducers. To reduce adverse temperature effect on the EMA signals, this paper proposed a dynamic-time-warping-based temperature compensation approach for concrete structural damage identification, making use of the similarity between two series via accumulating Euclidean distance under admissible temporal alignments. Validating experiments were conducted on a lab-scaled concrete cube with artificial cracks, and practical application on a full-scaled assembled tunnel structure undergone bolt-loosened defects. The approach was sufficiently verified through comparing with the traditional effective frequency shift method for restoration of the conductance signatures altered by temperature. Experimental results demonstrated that the approach possessed superior performance both for pure temperature compensation and temperature-compensated damage identification to the traditional one, which is promising for practical extension to the in situ concrete infrastructural health monitoring.
在使用表面贴装压电式锆钛酸铅传感器时,环境温度对机电导纳(EMA)信号的影响始终对混凝土损伤的准确识别构成威胁。为了减少温度对 EMA 信号的不利影响,本文提出了一种基于动态时间扭曲的温度补偿方法,在允许的时间排列下,通过累积欧氏距离利用两个序列之间的相似性来识别混凝土结构损伤。在实验室规模的人工裂缝混凝土立方体上进行了验证实验,并在发生螺栓松动缺陷的全规模装配式隧道结构上进行了实际应用。通过与传统的有效频移法进行比较,该方法在恢复受温度影响的电导特征方面得到了充分验证。实验结果表明,该方法在纯温度补偿和温度补偿损伤识别方面的性能均优于传统方法,有望推广到现场混凝土基础设施健康监测领域。