一种基于多频激励和支持向量机处理的新型无损检测双轴探头

A. Bernieri, G. Betta, L. Ferrigno, M. Laracca
{"title":"一种基于多频激励和支持向量机处理的新型无损检测双轴探头","authors":"A. Bernieri, G. Betta, L. Ferrigno, M. Laracca","doi":"10.1109/I2MTC.2013.6555425","DOIUrl":null,"url":null,"abstract":"The paper proposes a hand held eddy current based measurement instrument for the detection of thin defect on conductive planar specimens. The measurement instrument adopts a Giant Magneto Resistance based probe to detect the eddy current reaction field from the specimen and a suitable positioning system to measure the sensor position in the specimen plane. Two main novelties are proposed respect to previous realizations by the same authors: the improvement of the probe through the use of a bi-axial magnetic field sensor and the implementation of a suitable multi-frequency excitation strategy; the realization of a new processing section, based on an optimized SVM regressor, for the reliable estimation of the position and the geometrical characteristics of the thin defect. Results obtained on both simulated environments and real specimens showed the goodness of the proposal and the ability in the geometrical characterization of the thin defect.","PeriodicalId":432388,"journal":{"name":"2013 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":"{\"title\":\"A novel biaxial probe implementing multifrequency excitation and SVM processing for NDT\",\"authors\":\"A. Bernieri, G. Betta, L. Ferrigno, M. Laracca\",\"doi\":\"10.1109/I2MTC.2013.6555425\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The paper proposes a hand held eddy current based measurement instrument for the detection of thin defect on conductive planar specimens. The measurement instrument adopts a Giant Magneto Resistance based probe to detect the eddy current reaction field from the specimen and a suitable positioning system to measure the sensor position in the specimen plane. Two main novelties are proposed respect to previous realizations by the same authors: the improvement of the probe through the use of a bi-axial magnetic field sensor and the implementation of a suitable multi-frequency excitation strategy; the realization of a new processing section, based on an optimized SVM regressor, for the reliable estimation of the position and the geometrical characteristics of the thin defect. Results obtained on both simulated environments and real specimens showed the goodness of the proposal and the ability in the geometrical characterization of the thin defect.\",\"PeriodicalId\":432388,\"journal\":{\"name\":\"2013 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)\",\"volume\":\"19 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2013-05-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"5\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2013 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/I2MTC.2013.6555425\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2013 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/I2MTC.2013.6555425","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5

摘要

提出了一种基于手持式涡流的导电平面试样薄缺陷检测仪器。测量仪器采用基于巨磁电阻的探头检测试样的涡流反应场,并采用合适的定位系统测量传感器在试样平面上的位置。针对同一作者之前的实现,提出了两个主要的新颖之处:通过使用双轴磁场传感器改进探头并实施合适的多频激励策略;实现了一种新的处理环节,基于优化的支持向量机回归量,对薄型缺陷的位置和几何特征进行可靠估计。在模拟环境和实际试样上的实验结果表明了该方法的有效性和对薄型缺陷进行几何表征的能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A novel biaxial probe implementing multifrequency excitation and SVM processing for NDT
The paper proposes a hand held eddy current based measurement instrument for the detection of thin defect on conductive planar specimens. The measurement instrument adopts a Giant Magneto Resistance based probe to detect the eddy current reaction field from the specimen and a suitable positioning system to measure the sensor position in the specimen plane. Two main novelties are proposed respect to previous realizations by the same authors: the improvement of the probe through the use of a bi-axial magnetic field sensor and the implementation of a suitable multi-frequency excitation strategy; the realization of a new processing section, based on an optimized SVM regressor, for the reliable estimation of the position and the geometrical characteristics of the thin defect. Results obtained on both simulated environments and real specimens showed the goodness of the proposal and the ability in the geometrical characterization of the thin defect.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信