Modeling Deformation Induced by Thermal Loading Using Long-Term Bridge Monitoring Data
An accurate correlation model between thermal loading and deformation is required for facilitating a reliable deformation-based condition evaluation in bridge service periods. In this paper, a general approach for modeling closed-form thermal correlation of deformation based on monitoring data is proposed and applied in a long-span arch bridge. First, samples of all available thermal variables and deformation induced by thermal loading are prepared by averaging preprocessed monitoring records at a 10-min interval. Then these available thermal variables are reduced to several predominant thermal variables, each of which represents a cluster of thermal variables with statistical similarity and has the strongest relationship with the thermal deformation in concern. Finally, the model of thermal deformation is formulated as a weighted sum of fitted functions of predominant thermal variables. The weighted coefficients are calculated by the back-propagation neural network technique combined with the mean impact value method and the fitted functions are estimated by the nonlinear least-squares method. The proposed approach is applied to 1 year of monitoring data obtained from a sophisticated structural health monitoring system deployed on the Jiubao Bridge. The proposed method is validated and a closed-form thermal correlation model of vertical deformation in the Jiubao Bridge is established.
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Availability:
- Find a library where document is available. Order URL: http://worldcat.org/issn/08873828
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Supplemental Notes:
- ©2018 American Society of Civil Engineers.
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Authors:
- Zhou, Guang-Dong
- Yi, Ting-Hua
- Chen, Bin
- Chen, Xin
- Publication Date: 2018-6
Language
- English
Media Info
- Media Type: Web
- Pagination: 04018011
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Serial:
- Journal of Performance of Constructed Facilities
- Volume: 32
- Issue Number: 3
- Publisher: American Society of Civil Engineers
- ISSN: 0887-3828
- Serial URL: http://ascelibrary.org/toc/jpcfev/27/1
Subject/Index Terms
- TRT Terms: Arch bridges; Deformation; Long span bridges; Structural health monitoring; Temperature
- Identifier Terms: Jiubao Bridge (China)
- Subject Areas: Bridges and other structures; Highways; Maintenance and Preservation;
Filing Info
- Accession Number: 01669974
- Record Type: Publication
- Files: TRIS, ASCE
- Created Date: May 22 2018 5:22PM