Technical Papers
Dec 12, 2013

Bridge Monitoring with Wavelet Principal Component and Spectrum Analysis Based on GPS Measurements: Case Study of the Mansoura Bridge in Egypt

Publication: Journal of Performance of Constructed Facilities
Volume 29, Issue 3

Abstract

Deformation and expansion joint movement of bridges are among the problems that widely exist in bridge engineering practice. Therefore, it is very important to monitor deformation of bridges and to timely process and analyze the measured data to ensure their safety. Mansoura Bridge, located at El-Mansoura City in Egypt, is selected to demonstrate the utilization of bridge deck deformation monitoring data to analyze and evaluate its safety based on global positioning system (GPS) measurements. The wavelet principal component analysis (WPCA) and spectrum methods are used to establish the time and frequency domain of bridge deformation and analyze the behavior and movement of the bridge under working traffic loads. The following conclusions are obtained in this study: (1) the WPCA can be used to eliminate the GPS observation errors; (2) the three-dimension spectrum gives much richer information for dynamic response; and (3) the deformation and expansion joint movement of Mansoura Bridge are safe under current loads.

Get full access to this article

View all available purchase options and get full access to this article.

Acknowledgments

This research was supported by Mansoura University, Egypt.

References

ABAQUS version 6.4.1 [Computer software]. Pawtucket, RI, Hibbitt, Karlsson, and Sorensen.
Al-Badour, F., Sunar, M., and Cheded, L. (2011). “Vibration analysis of rotating machinery using time–frequency analysis and wavelet techniques.” Mech. Syst. Signal Process., 25(6), 2083–2101.
Aminghafaria, M., Chezea, N., and Poggia, J. (2006). “Multivariate denoising using wavelets and principal component analysis.” Comput. Stat. Data Anal., 50(9), 2381–2398.
Ashkenazi, V., Dodson, A., Moore, T., and Roberts, G. (1997). “Monitoring the movements of bridges by GPS.” 10th Int. Technical Meeting of the Satellite Div. of the Institute of Navigation, ION GPS-97, Part 2 (of 2), Institute of Navigation, Manassas, VA.
Bakshi, B. (1998). “Multiscale PCA with application to MSPC monitoring.” AIChE J., 44(7), 1596–1610.
Brownjohn, J., Rizos, C., Tan, G., and Pan, T. (2004). “Real-time long term monitoring of static and dynamic displacements of an office tower, combining RTK GPS and accelerometer data.” 1st FIG Int. Symp. of Engineering Surveys for Construction Works and Structural Engineering, International Federation of Surveyors (FIG), Denmark.
Celebi, M. (2000). “GPS in dynamic monitoring of long-period structures.” Soil Dyn. Earthquake Eng., 20(5–8), 477–483.
Doukaa, E., and Hadjileontiadisb, L. (2005). “Time–frequency analysis of the free vibration response of a beam with a breathing crack.” NDT&E Int., 38(1), 3–10.
Erdogan, H., and Gulal, E. (2009). “The application of time series analysis to describe the dynamic movements of suspension bridges.” Nonlinear Anal. Real World Appl. J., 10(2), 910–927.
Gao, J., Liu, C., Wang, J., Li, Z., and Meng, X. (2011). “A new method for mining deformation monitoring with GPS-RTK.” Trans. Nonferrous Metals Soc. China, 21, 659–664.
Gumus, E., Kilic, N., Sertbas, A., and Ucan, O. (2010). “Evaluation of face recognition techniques using PCA, wavelets and SVM.” Expert Syst. Appl., 37(9), 6404–6408.
Hofmann-Wellenhof, B., Lichtenegger, H., and Collins, J. (2001). Global positioning system: Theory and practices, 5th Ed., Springer, New York.
Im, S., Hurlebaus, S., and Kang, Y. (2011). “A summary review of GPS technology for structural health monitoring.” J. Struct. Eng., 1653–1664.
Kaloop, M. (2010). “Structural health monitoring through dynamic and geometric characteristics of bridges extracted from GPS measurements.” Ph.D. thesis, Harbin Institute of Technology, China.
Larocca, A. (2004). “Using high-rate GPS data to monitor the dynamic behavior of a cable-stayed bridge.” 17th Int. Technical Meeting of the Satellite Div. of the U.S. Institute of Navigation, ION GPS / GNSS 2004, International Federation of Surveyors (FIG), Denmark.
Leach, M. P., and Hyzak, M. (1994). “GPS structural monitoring as applied to cable-stayed suspension bridge.” XX FIG Congress, International Federation of Surveyors (FIG), Denmark.
Li, H., Tao, D., Huang, Y., and Bao, Y. (2013). “A data-driven approach for seismic damage detection of shear-type building structures using the fractal dimension of time-frequency features.” Struct. Control Health Monit. J., 20(9), 1191–1210.
Li, X., Ge, L., Ambikairajah, E., Rizos, C., Tamura, Y., and Yoshida, A. (2006a). “Full-scale structural monitoring using an integrated GPS and accelerometer system.” GPS Solutions, 10(4), 233–247.
Li, X., Rizos, C., Ge, L., and Ambikairajah, E. (2006b). “Application of 3D time-frequency analysis in monitoring full-scale structural response.” J. Geospatial Eng., 8(1–2), 41–51.
Li, X., Peng, G., Rizos, C., Ge, L., Tamura, Y., and Yoshida, A. (2003). “Integration of GPS, accelerometers and optical fibre sensors for structural deformation monitoring.” Int. Symp. on GPS/GNSS, Tokyo, Japan.
Lovse, J., Teskey, W., Lachapelle, G., and Cannon, M. (1995). “Dynamic deformation monitoring of tall structure using GPS technology.” J. Surv. Eng., 35–40.
Martin, H. (2007). MATLAB recipes for earth sciences, 2nd Ed., Springer, Berlin.
MATLAB, release 12 [Computer software]. (2008). Natick, MA, Mathworks.
Mohammad, A., Goudarzi, M., Rock, S., and Tsehaie, W. (2013). “GPS interactive time series analysis software.” GPS Solutions, 17(4), 595–603.
Moschas, F., and Stiros, S. (2011). “Measurement of the dynamic displacements and of the modal frequencies of a short-span pedestrian bridge using GPS and an accelerometer.” Eng. Struct., 33(1), 10–17.
Moschas, F., and Stiros, S. (2013). “Noise characteristics of high-frequency, short-duration GPS records from analysis of identical, collocated instruments.” Measurement, 46(4), 1488–1506.
Nakamura, S. (2000). “GPS measurement of wind-induced suspension bridge girder displacements.” J. Struct. Eng., 1413–1419.
Neild, S., Mcfadden, P., and Williams, M. (2003). “A review of time-frequency methods for structural vibration analysis.” Eng. Struct., 25(6), 713–728.
Noor, R. N., and Collier, P. (2007). “GPS deflection monitoring of the west gate bridge.” J. Appl. Geodesy, 1(1), 35–44.
Ogaja, C., Wang, J., and Rizos, C. (2003). “Detection of wind-induced response by wavelet transformed GPS solutions.” J. Surv. Eng., 99–104.
Oluropo, O., Gethin, W., and Christopher, J. (2014). “GPS monitoring of a steel box girder viaduct.” J. Struct. Infrastruct. Eng., 10(1), 25–40.
Owen, J., Eccles, B., Choo, B., and Woodings, M. (2001). “The application of auto–regressive time series modelling for the time–frequency analysis of civil engineering structures.” Eng. Struct., 23(5), 521–536.
Roberts, G., Meng, X., Dodson, A., and Cosser, E. (2002). “Multipath mitigation for bridge deformation monitoring.” J. Global Positioning Syst., 1(1), 25–33.
Trimble. (2003). “Trimble (5700/5800 GPS receiver) user guide.” Trimble Navigation Limited, Dayton, OH.
Wong, K., Man, K., and Chan, Y. (2001). “Monitoring Hong Kong’s bridges: Real-time kinematic spans the gap.” GPS World, 12, 10.
World Geodetic System 1984 (WGS84). 〈https://confluence.qps.nl/pages/viewpage.action? pageId=29855173〉 (May 11, 2014).
Xiaomin, S., Cai, C., and Suren, C. (2008). “Vehicle induced dynamic behavior of short-span slab bridges considering effect of approach slab condition.” J. Bridge Eng., 83–92.
Yu, M., Guo, H., and Zou, C. (2006). “ Application of wavelet analysis to GPS deformation monitoring.” Proc., IEEE/ION PLANS 2006, IEEE/ION, 670–676.
Zhao, M., Zhang, J., and Yi, C. (2011). “Time–frequency characteristics of blasting vibration signals measured in milliseconds.” Min. Sci. Technol., 21(3), 349–352.

Information & Authors

Information

Published In

Go to Journal of Performance of Constructed Facilities
Journal of Performance of Constructed Facilities
Volume 29Issue 3June 2015

History

Received: Apr 3, 2013
Accepted: Dec 10, 2013
Published online: Dec 12, 2013
Discussion open until: Jan 6, 2015
Published in print: Jun 1, 2015

Permissions

Request permissions for this article.

Authors

Affiliations

Mosbeh R. Kaloop [email protected]
Assistant Professor, Public Works Engineering Dept., Faculty of Engineering, Mansoura Univ., Mansoura 35516, Egypt (corresponding author). E-mail: [email protected]
Emad Elbeltagi, M.ASCE
Professor, Structural Engineering Dept., Faculty of Engineering, Mansoura Univ., Mansoura 35516, Egypt.
Mohamed T. Elnabwy
Master Student, Structural Engineering Dept., Faculty of Engineering, Mansoura Univ., Mansoura 35516, Egypt; and Research Assistant, Survey Research Institute, National Water Research Center, Giza 1211, Egypt.

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

Cited by

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share