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Seismic Damage Identification of Composite Cable-Stayed Bridges Using Support Vector Machines and Wavelet Networks

Author

Listed:
  • Zhongqi Shi

    (Key Laboratory of Urban Safety Risk Monitoring and Early Warning, Ministry of Emergency Management, Shenzhen 518055, China
    Shenzhen Technology Institute of Urban Public Safety, Shenzhen 518000, China
    National Science and Technology Institute of Urban Safety Development, Shenzhen 518000, China)

  • Rumian Zhong

    (Key Laboratory of Urban Safety Risk Monitoring and Early Warning, Ministry of Emergency Management, Shenzhen 518055, China
    Shenzhen Technology Institute of Urban Public Safety, Shenzhen 518000, China
    National Science and Technology Institute of Urban Safety Development, Shenzhen 518000, China)

  • Nan Jin

    (Key Laboratory of Urban Safety Risk Monitoring and Early Warning, Ministry of Emergency Management, Shenzhen 518055, China
    Shenzhen Technology Institute of Urban Public Safety, Shenzhen 518000, China
    National Science and Technology Institute of Urban Safety Development, Shenzhen 518000, China)

Abstract

A seismic damage identification method for composite cable-stayed bridges has been developed. The proposed method is based on a Support Vector Machine (SVM) and Wavelet Network (WN). A shaking table test of a composite cable-stayed bridge is employed to verify the identification accuracy of the WNSVM method; the test results show that the nonlinear Finite Element Model (FEM) can correctly simulate the single-tower cable-stayed bridge, and the learning samples of WNSVM can be produced based on the nonlinear FEM. The structural damage results identified by the WNSVM method are in good agreement with those obtained by the shaking table test, and the maximum error is less than 8%. Therefore, the WNSVM method can be used for the seismic damage identification of composite cable-stayed bridges.

Suggested Citation

  • Zhongqi Shi & Rumian Zhong & Nan Jin, 2022. "Seismic Damage Identification of Composite Cable-Stayed Bridges Using Support Vector Machines and Wavelet Networks," Sustainability, MDPI, vol. 15(1), pages 1-17, December.
    • Handle: RePEc:gam:jsusta:v:15:y:2022:i:1:p:108-:d:1010528
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    References listed on IDEAS

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    1. Zhen Xu & Xinzheng Lu & Hong Guan & Bo Han & Aizhu Ren, 2014. "Seismic damage simulation in urban areas based on a high-fidelity structural model and a physics engine," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 71(3), pages 1679-1693, April.
    2. H. Duzgun & M. Yucemen & H. Kalaycioglu & K. Celik & S. Kemec & K. Ertugay & A. Deniz, 2011. "An integrated earthquake vulnerability assessment framework for urban areas," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 59(2), pages 917-947, November.
    3. Sandra Richwalski & Andreas Fäcke & Stefano Parolai & Lothar Stempniewski, 2006. "Influence of Site and Source Dependent Ground Motion Scenarios on the Seismic Safety of Long-span Bridges in Cologne, Germany," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 38(1), pages 237-246, May.
    4. Chien-Kuo Chiu & Yue-Cong Lyu & Wen-Yu Jean, 2014. "Probability-based damage assessment for reinforced concrete bridge columns considering the corrosive and seismic hazards in Taiwan," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 71(3), pages 2143-2164, April.
    5. Chin-Hsun Yeh & Chin-Hsiung Loh & Keh-Chyuan Tsai, 2006. "Overview of Taiwan Earthquake Loss Estimation System," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 37(1), pages 23-37, February.
    Full references (including those not matched with items on IDEAS)

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