IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2022i1p108-d1010528.html

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
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/1/108/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/15/1/108/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    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. Min-Yuan Cheng & Yu-Wei Wu, 2013. "Multi-agent-based data exchange platform for bridge disaster prevention: a case study 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. 69(1), pages 311-326, October.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hung-Chih Hung & Ming-Chin Ho & Yi-Jie Chen & Chang-Yi Chian & Su-Ying Chen, 2013. "Integrating long-term seismic risk changes into improving emergency response and land-use planning: a case study for the Hsinchu City, 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. 69(1), pages 491-508, October.
    2. Rehan Asad & Muhammad Qaiser Saleem & Muhammad Salman Habib & Nadeem Ahmad Mufti & Shaker Mahmood Mayo, 2023. "Seismic risk assessment and hotspots prioritization: a developing country perspective," 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. 117(3), pages 2863-2901, July.
    3. Omar Hamdy & Hanan Gaber & Mohamed S. Abdalzaher & Mahmoud Elhadidy, 2022. "Identifying Exposure of Urban Area to Certain Seismic Hazard Using Machine Learning and GIS: A Case Study of Greater Cairo," Sustainability, MDPI, vol. 14(17), pages 1-24, August.
    4. Min-Yuan Cheng & Yu-Wei Wu, 2013. "Multi-agent-based data exchange platform for bridge disaster prevention: a case study 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. 69(1), pages 311-326, October.
    5. 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.
    6. Mustafa Yükseler & Gökhan Tenikler, 2026. "Assessment of social vulnerability in terms of natural hazards in Türkiye based on entropy method," 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. 122(5), pages 1-44, March.
    7. Seunghoo Jeong & Byeong Je Kim & Young‐Joo Lee & Ji‐Bum Chung & Sung‐Han Sim, 2020. "Individual Disaster Assistance For Socially Vulnerable People: Lessons Learned From the Pohang Earthquake in the Republic of Korea," Risk Analysis, John Wiley & Sons, vol. 40(11), pages 2373-2389, November.
    8. Andreas Fäcke & Stefano Parolai & Sandra Richwalski & Lothar Stempniewski, 2006. "Assessing the Vibrational Frequencies of the Cathedral of Cologne (Germany) by Means of Ambient Seismic Noise Analysis," 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 229-236, May.
    9. Guohua Chen & Qin Yang & Xuexi Chen & Kongxing Huang & Tao Zeng & Zhi Yuan, 2021. "Methodology of Urban Safety and Security Assessment Based on the Overall Risk Management Perspective," Sustainability, MDPI, vol. 13(12), pages 1-26, June.
    10. Azucena Román-de la Sancha & Rodolfo Silva, 2020. "Multivariable Analysis of Transport Network Seismic Performance: Mexico City," Sustainability, MDPI, vol. 12(22), pages 1-40, November.
    11. Michael C. Haung & Nobuhiro Hosoe, 2016. "Computable General Equilibrium Assessment Of A Compound Disaster In Northern Taiwan," Review of Urban & Regional Development Studies, Wiley Blackwell, vol. 28(2), pages 89-106, July.
    12. Kun-Sung Liu & Yi-Ben Tsai & Kuei-Pao Chen, 2013. "Estimation of seismic hazard potential in Taiwan based on ShakeMaps," 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. 69(3), pages 2233-2262, December.
    13. Blake Walker & Cameron Taylor-Noonan & Alan Tabbernor & T’Brenn McKinnon & Harsimran Bal & Dan Bradley & Nadine Schuurman & John Clague, 2014. "A multi-criteria evaluation model of earthquake vulnerability in Victoria, British Columbia," 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. 74(2), pages 1209-1222, November.
    14. You-Xuan Lin & Chi-Hao Lin & Chih-Hao Lin, 2021. "A challenge for healthcare system resilience after an earthquake: The crowdedness of a first-aid hospital by non-urgent patients," PLOS ONE, Public Library of Science, vol. 16(4), pages 1-16, April.
    15. Shutian Zhou & Guofang Zhai, 2023. "A Multi-Hazard Risk Assessment Framework for Urban Disaster Prevention Planning: A Case Study of Xiamen, China," Land, MDPI, vol. 12(10), pages 1-19, October.
    16. Xiang Zeng & Xinzheng Lu & T. Y. Yang & Zhen Xu, 2016. "Application of the FEMA-P58 methodology for regional earthquake loss prediction," 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. 83(1), pages 177-192, August.
    17. Maria Rosa Trovato & Vittoria Ventura & Monia Lanzafame & Salvatore Giuffrida & Ludovica Nasca, 2024. "Seismic–Energy Retrofit as Information-Value: Axiological Programming for the Ecological Transition," Sustainability, MDPI, vol. 16(6), pages 1-37, March.
    18. Ahmad Mohamad El-Maissi & Sotirios A. Argyroudis & Fadzli Mohamed Nazri, 2020. "Seismic Vulnerability Assessment Methodologies for Roadway Assets and Networks: A State-of-the-Art Review," Sustainability, MDPI, vol. 13(1), pages 1-31, December.
    19. Wilson, Bradley, 2020. "Evaluating the INLA-SPDE approach for Bayesian modeling of earthquake damages from geolocated cluster data," Earth Arxiv 64whm, Center for Open Science.
    20. Li Long & Shansuo Zheng & Yixin Zhang & Longfei Sun & Yan Zhou & Liguo Dong, 2020. "CEDLES: a framework for plugin-based applications for earthquake risk prediction and loss assessment," 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. 103(1), pages 531-556, August.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:15:y:2022:i:1:p:108-:d:1010528. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.