Model Updating of Railway Bridge Using In Situ Dynamic Displacement Measurement under Trainloads
Publication: Journal of Bridge Engineering
Volume 20, Issue 12
Abstract
To address the need for monitoring aging railway bridges, this paper presents a finite-element (FE) model updating approach using time-domain optimization based on in situ measurement of the bridge’s dynamic displacement histories under trainloads. Field tests are performed on a short-span plate girder railway bridge to measure its displacement response to freight trainloads with different speeds using a low-cost remote vision sensor recently developed by the authors’ group. A FE model of the bridge is developed considering train–track–bridge dynamic interactions. Sensitivity analysis is carried out to investigate the intrinsic effects of parameters of the train, track, and bridge subsystems on the dynamic response of the bridge. It is found that the bridge displacement response is primarily sensitive to the stiffness of the bridge, whereas the acceleration response is affected by many other parameters. This justifies that the bridge dynamic displacement is more suited than acceleration for updating the railway bridge stiffness. Consequently, a model updating approach is proposed using the measurement of bridge displacement response to trainloads. This approach is applied to the short-span bridge to first identify the train speed, followed by the bridge stiffness by minimizing the error between the measured and computed displacement time histories. Furthermore, this paper investigates the frequency characteristics from both the measured and computed displacements. The analysis shows that the trainload does not excite the bridge’s natural modes of vibration because the frequency is much lower than the bridge’s natural frequencies. Therefore, it is difficult to use the modal identification-based FE model updating methods based on the dynamic response measurement. This is commonly the case for short-span railway bridges, which tend to have high natural frequencies. The proposed periodic displacement measurement and time-domain FE model updating can be developed into an effective tool for long-term structural health monitoring of short-span railway bridges.
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Acknowledgments
The field measurement at the railway bridge was partially supported by the Federal Railroad Administration through TTCI. Special thanks go to Mr. Richard Joy, Dr. Dingqing Li, and Dr. Duane Otter at TTCI for their insightful comments and hard work in planning and executing the field measurement.
References
Cheng, Y. S., Au, F. T. K., and Cheung, Y. K. (2001). “Vibration of railway bridges under a moving train by using bridge-track-vehicle element.” Eng. Struct., 23(12), 1597–1606.
Dowling, J., Obrien, E. J., and González, A. (2012). “Adaptation of cross entropy optimization to a dynamic bridge WIM calibration problem.” Eng. Struct., 44, 13–22.
Fukuda, Y., Feng, M. Q., Narita, Y., Kaneko, S., and Tanaka, T. (2013). “Vision-based displacement sensor for monitoring dynamic response using robust object search algorithm.” IEEE Sensors J., 13(12), 4725–4732.
Ju, S.-H., Lin, H.-T., and Huang, J.-Y. (2009). “Dominant frequencies of train-induced vibrations.” J. Sound Vib., 319(1–2), 247–259.
Lee, H. P. (1996). “The dynamic response of a timoshenko beam subjected to a moving mass.” J. Sound Vib., 198(2), 249–256.
Liu, K., Reynders, E., De Roeck, G., and Lombaert, G. (2009). “Experimental and numerical analysis of a composite bridge for high-speed trains.” J. Sound Vib., 320(1–2), 201–220.
Lou, P. (2007). “Finite element analysis for train–track–bridge interaction system.” Arch. Appl. Mech., 77(10), 707–728.
Lu, Y., Mao, L., and Woodward, P. (2012). “Frequency characteristics of railway bridge response to moving trains with consideration of train mass.” Eng. Struct., 42, 9–22.
Majka, M., and Hartnett, M. (2008). “Effects of speed, load and damping on the dynamic response of railway bridges and vehicles.” Comput. Struct., 86(6), 556–572.
Majka, M., and Hartnett, M. (2009). “Dynamic response of bridges to moving trains: A study on effects of random track irregularities and bridge skewness.” Comput. Struct., 87(19–20), 1233–1252.
Mao, L., and Lu, Y. (2013). “Critical speed and resonance criteria of railway bridge response to moving trains.” J. Bridge Eng., 131–141.
Ouyang, H. (2011). “Moving-load dynamic problems: A tutorial (with a brief overview).” Mech. Syst. Signal Process., 25(6), 2039–2060.
Ribeiro, D., Calçada, R., Delgado, R., Brehm, M., and Zabel, V. (2012). “Finite element model updating of a bowstring-arch railway bridge based on experimental modal parameters.” Eng. Struct., 40, 413–435.
Spiridonakos, M. D., and Fassois, S. D. (2009). “Parametric identification of a time-varying structure based on vector vibration response measurements.” Mech. Syst. Signal Process., 23(6), 2029–2048.
Sun, H., and Betti, R. (2013). “Simultaneous identification of structural parameters and dynamic input with incomplete output-only measurements.” Struct. Control Health Monitor, 21(6), 868–889.
Sun, H., Luş, H., and Betti, R. (2013). “Identification of structural models using a modified artificial bee colony algorithm.” Comput. Struct., 116, 59–74.
Wiberg, J., Karoumi, R., and Pacoste, C. (2012). Infrastructure design, signalling and security in railway, InTech, Rijeka, Croatia.
Xia, H., Li, H., Guo, W., and De Roeck, G. (2013). “Vibration resonance and cancellation of simply supported bridges under moving train loads.” J. Eng. Mech., 04014015.
Yang, Y.-B., and Lin, C. W. (2005). “Vehicle–bridge interaction dynamics and potential applications.” J. Sound Vib., 284(1–2), 205–226.
Yang, Y.-B., Yau, J.-D., and Hsu, L.-C. (1997). “Vibration of simple beams due to trains moving at high speeds.” Eng. Struct., 19(11), 936–944.
Zhang, Q.-L., Vrouwenvelder, A., and Wardenier, J. (2001). “Numerical simulation of train–bridge interactive dynamics.” Comput. Struct., 79(10), 1059–1075.
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© 2015 American Society of Civil Engineers.
History
Received: Apr 24, 2014
Accepted: Dec 11, 2014
Published online: Apr 28, 2015
Discussion open until: Sep 28, 2015
Published in print: Dec 1, 2015
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