Article(id=1322636263165907042, tenantId=1146029695717560320, journalId=1263187385517883426, issueId=1322636234858550134, articleNumber=null, orderNo=null, doi=10.14062/j.issn.0454-5648.20200178, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1584460800000, receivedDateStr=2020-03-18, revisedDate=1586793600000, revisedDateStr=2020-04-14, acceptedDate=null, acceptedDateStr=null, onlineDate=1793270658531, onlineDateStr=2026-10-29, pubDate=1603123200000, pubDateStr=2020-10-20, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1793270658531, onlineIssueDateStr=2026-10-29, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1793270658531, creator=13701087609, updateTime=1793270658531, updator=13701087609, issue=Issue{id=1322636234858550134, tenantId=1146029695717560320, journalId=1263187385517883426, year='2020', volume='48', issue='10', pageStart='1505', pageEnd='1688', issueExtLink='null', onlineDate='null', pubDate='1603123200000', pubDateStr='2020-10-20', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1793270651783, creator='13701087609', updateTime=1793277146795, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1322663476976267430, tenantId=1146029695717560320, journalId=1263187385517883426, issueId=1322636234858550134, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1322663476976267431, tenantId=1146029695717560320, journalId=1263187385517883426, issueId=1322636234858550134, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=1682, endPage=1688, ext={EN=ArticleExt(id=1322636263333679203, articleId=1322636263165907042, tenantId=1146029695717560320, journalId=1263187385517883426, language=EN, title=Smart Detection of Connection Loosening of Frame Supported Glass Curtain Walls Based on Coupled Structural Response Vector and Support Vector Machine Approach, columnId=null, journalTitle=Journal of the Chinese Ceramic Society, columnName=null, runingTitle=null, highlight=null, articleAbstract=

A coupled structural response vector (SRV) and support vector machine (SVM) approach was developed for the connection loosening detection of frame supported glass curtain walls. Firstly, a structural simulation model was established, which considered both static and dynamic characteristics for the connection damage due to the loosening effect of frame supported glass walls. Secondly, the structural response vector was then used for damage pattern identification and quantification, which validated the effectiveness and applicability of SRV as damage indicators. Finally, a damage identification sample database containing different SRVs with the first four frequencies of glass panels and the inclination angles at nine points was established. Three SVMs with different kernels functions were used for the sample training and damaged identification. Particle swarm optimization was also utilized to optimize the parameters of radial basis function kernel. The results show that the effectiveness of coupled SRV-SVM approach for the identification and quantification of connection loosening of frame supported glass curtain walls is satisfactory.

, authors=Qiang ZHANG, Jian YANG, Xing'er WANG, Han XU, Yanran MENG, authorsList=Qiang ZHANG, Jian YANG, Xing'er WANG, Han XU, Yanran MENG, authorCompany=null, correspAuthors=Jian YANG, authorNote=

ZHANG Qiang (1995-), male, Master candidate. E-mail:

, correspAuthorsNote=
YANG Jian (1974-), male, Ph.D., Professor. E-mail:
, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1322636263518228580, articleId=1322636263165907042, tenantId=1146029695717560320, journalId=1263187385517883426, language=CN, title=基于结构响应向量和支持向量机的框支承玻璃幕墙连接松弛状态智能识别, columnId=null, journalTitle=硅酸盐学报, columnName=, runingTitle=null, highlight=null, articleAbstract=

提出一种基于结构响应向量(SRV)和支持向量机(SVM)方法,对四边框支玻璃幕墙的连接松弛状态进行智能识别。首先,针对该类结构的动力和静力特性,建立四边框支玻璃幕墙有限元模型和在多种松弛状态下玻璃幕墙的SRV。其次,运用SRV对于边界松弛位置和程度进行识别,验证由动态分量和静态分量组成的SRV作为松弛指标的有效性和适用性。最后,以各松弛工况下的4阶频率和9个测点转角位移形成的SRV组成松弛识别样本库,运用3种不同核函数构成的SVM进行训练和识别,并运用粒子群算法对于SVM径向基(RBF)核函数的参数进行迭代优化,形成基于SRV-SVM的框支玻璃幕墙的连接松弛识别方法。结果表明:采用基于SRV-SVM的方法对四边框支玻璃幕墙连接松弛进行定位和定量描述可获得较理想的识别效果。

, authors=张强, 杨健, 王星尔, 徐涵, 孟嫣然, authorsList=张强, 杨健, 王星尔, 徐涵, 孟嫣然, authorCompany=null, correspAuthors=杨健, authorNote=

张强(1995—),男,硕士研究生。

, correspAuthorsNote=
杨健(1974—),男,博士,教授。
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基于结构响应向量和支持向量机的框支承玻璃幕墙连接松弛状态智能识别
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张强 , 杨健 , 王星尔 , 徐涵 , 孟嫣然
硅酸盐学报 | 2020,48(10): 1682-1688
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硅酸盐学报 | 2020 , 48 (10) : 1682 -1688
基于结构响应向量和支持向量机的框支承玻璃幕墙连接松弛状态智能识别
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张强 , 杨健 , 王星尔, 徐涵, 孟嫣然
作者信息
  • 上海交通大学,海洋工程国家重点实验室,上海 200240 上海交通大学船舶海洋与建筑工程学院,上海 200240 上海市公共建筑和基础设施数字化运维重点实验室,上海 200240
通讯作者:
杨健(1974—),男,博士,教授。
作者简介:

张强(1995—),男,硕士研究生。

Smart Detection of Connection Loosening of Frame Supported Glass Curtain Walls Based on Coupled Structural Response Vector and Support Vector Machine Approach
Qiang ZHANG , Jian YANG , Xing'er WANG, Han XU, Yanran MENG
Affiliations
  • State Key Laboratory of Ocean Engineering, Shanghai Jiao Tong University, Shanghai 200240, China School of Naval Architecture, Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai 200240, China Shanghai Key Laboratory for Digital Maintenance of Buildings and Infrastructure, Shanghai 200240, China
  • Corresponding Author:
    YANG Jian (1974-), male, Ph.D., Professor. E-mail:

    ZHANG Qiang (1995-), male, Master candidate. E-mail:

出版时间: 2020-10-20 doi: 10.14062/j.issn.0454-5648.20200178
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提出一种基于结构响应向量(SRV)和支持向量机(SVM)方法,对四边框支玻璃幕墙的连接松弛状态进行智能识别。首先,针对该类结构的动力和静力特性,建立四边框支玻璃幕墙有限元模型和在多种松弛状态下玻璃幕墙的SRV。其次,运用SRV对于边界松弛位置和程度进行识别,验证由动态分量和静态分量组成的SRV作为松弛指标的有效性和适用性。最后,以各松弛工况下的4阶频率和9个测点转角位移形成的SRV组成松弛识别样本库,运用3种不同核函数构成的SVM进行训练和识别,并运用粒子群算法对于SVM径向基(RBF)核函数的参数进行迭代优化,形成基于SRV-SVM的框支玻璃幕墙的连接松弛识别方法。结果表明:采用基于SRV-SVM的方法对四边框支玻璃幕墙连接松弛进行定位和定量描述可获得较理想的识别效果。

框支玻璃幕墙  /  连接松弛识别  /  支持向量机  /  结构响应向量  /  粒子群算法

A coupled structural response vector (SRV) and support vector machine (SVM) approach was developed for the connection loosening detection of frame supported glass curtain walls. Firstly, a structural simulation model was established, which considered both static and dynamic characteristics for the connection damage due to the loosening effect of frame supported glass walls. Secondly, the structural response vector was then used for damage pattern identification and quantification, which validated the effectiveness and applicability of SRV as damage indicators. Finally, a damage identification sample database containing different SRVs with the first four frequencies of glass panels and the inclination angles at nine points was established. Three SVMs with different kernels functions were used for the sample training and damaged identification. Particle swarm optimization was also utilized to optimize the parameters of radial basis function kernel. The results show that the effectiveness of coupled SRV-SVM approach for the identification and quantification of connection loosening of frame supported glass curtain walls is satisfactory.

frame supported glass walls  /  connection loosening detection  /  support vector machine  /  structural response vector  /  particle swarm optimization
张强, 杨健, 王星尔, 徐涵, 孟嫣然. 基于结构响应向量和支持向量机的框支承玻璃幕墙连接松弛状态智能识别. 硅酸盐学报, 2020 , 48 (10) : 1682 -1688 . DOI: 10.14062/j.issn.0454-5648.20200178
Qiang ZHANG, Jian YANG, Xing'er WANG, Han XU, Yanran MENG. Smart Detection of Connection Loosening of Frame Supported Glass Curtain Walls Based on Coupled Structural Response Vector and Support Vector Machine Approach[J]. Journal of the Chinese Ceramic Society, 2020 , 48 (10) : 1682 -1688 . DOI: 10.14062/j.issn.0454-5648.20200178
  • 国家重点研发计划项目(2017YFC0806100)
  • 上海市科委“科技创新行动计划”(18DZ1205603)
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2020年第48卷第10期
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doi: 10.14062/j.issn.0454-5648.20200178
  • 接收时间:2020-03-18
  • 首发时间:2026-10-29
  • 出版时间:2020-10-20
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  • 收稿日期:2020-03-18
  • 修回日期:2020-04-14
基金
国家重点研发计划项目(2017YFC0806100)
上海市科委“科技创新行动计划”(18DZ1205603)
作者信息
    上海交通大学,海洋工程国家重点实验室,上海 200240 上海交通大学船舶海洋与建筑工程学院,上海 200240 上海市公共建筑和基础设施数字化运维重点实验室,上海 200240

通讯作者:

杨健(1974—),男,博士,教授。
参考文献
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https://castjournals.cast.org.cn/joweb/gsyxb/CN/10.14062/j.issn.0454-5648.20200178
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2种不同金属材料的力学参数
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鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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