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Discovering regulatory concerns on bridge management: An author-topic model based approach

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  • Wen, Qi
  • Qiang, Maoshan
  • Xia, Bingqing
  • An, Nan

Abstract

The management of bridges has major influence on the safety of transport system. Bridge management (BM) practices are carried out in compliance with policies and regulations. This study aims to identify the major aspects of BM from policy documents. We conducted a two-round retrieve to construct a comprehensive dataset of 263 related policies and regulations issued in the 31 provinces/municipalities of mainland China in recent 30 years. The Author-Topic Model (ATM) text mining approach was adopted to identify the key topics in the policies. The revealed 12 topics correspond to 12 major aspects of BM. Some topics, such as bridge maintenance and safety responsibility system, are gaining increasing attention in recent years, while the prevalence of some topics, such as bridge maintenance department configuration, is decreasing. The Granger causality tests suggest that remedial measures attract immediate regulatory attention in response to accidents, while proactive measures contribute to bridge collapse accident reduction, however, in a relatively long term. These findings provide practical implications for policy makers by reminding them that proactive measures should be emphasized alongside remedial measures.

Suggested Citation

  • Wen, Qi & Qiang, Maoshan & Xia, Bingqing & An, Nan, 2019. "Discovering regulatory concerns on bridge management: An author-topic model based approach," Transport Policy, Elsevier, vol. 75(C), pages 161-170.
    • Handle: RePEc:eee:trapol:v:75:y:2019:i:c:p:161-170
    DOI: 10.1016/j.tranpol.2017.04.012
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    References listed on IDEAS

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    1. Andrijcic, E. & Haimes, Y.Y. & Beatley, T., 2013. "Public policy implications of harmonizing engineering technology with socio-economic modeling: Application to transportation infrastructure management," Transportation Research Part A: Policy and Practice, Elsevier, vol. 50(C), pages 62-73.
    2. Feinerer, Ingo & Hornik, Kurt & Meyer, David, 2008. "Text Mining Infrastructure in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 25(i05).
    3. Hang, Wen & Xie, Yuanchang & He, Jie, 2013. "Practices of using weigh-in-motion technology for truck weight regulation in China," Transport Policy, Elsevier, vol. 30(C), pages 143-152.
    4. Durango, Pablo L. & Madanat, Samer M., 2002. "Optimal maintenance and repair policies in infrastructure management under uncertain facility deterioration rates: an adaptive control approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 36(9), pages 763-778, November.
    5. Zhu, Shanjiang & Levinson, David & Liu, Henry X. & Harder, Kathleen, 2010. "The traffic and behavioral effects of the I-35W Mississippi River bridge collapse," Transportation Research Part A: Policy and Practice, Elsevier, vol. 44(10), pages 771-784, December.
    6. Marsden, Greg & Stead, Dominic, 2011. "Policy transfer and learning in the field of transport: A review of concepts and evidence," Transport Policy, Elsevier, vol. 18(3), pages 492-500, May.
    7. Birkland, Thomas A., 1998. "Focusing Events, Mobilization, and Agenda Setting," Journal of Public Policy, Cambridge University Press, vol. 18(1), pages 53-74, January.
    8. Rattanachot, Wit & Wang, Yuhong & Chong, Dan & Suwansawas, Suchatvee, 2015. "Adaptation strategies of transport infrastructures to global climate change," Transport Policy, Elsevier, vol. 41(C), pages 159-166.
    9. Granger, C. W. J., 1988. "Some recent development in a concept of causality," Journal of Econometrics, Elsevier, vol. 39(1-2), pages 199-211.
    10. Agbelie, Bismark R.D.K. & Labi, Samuel & Sinha, Kumares C., 2017. "Estimating the marginal costs of bridge damage due to overweight vehicles using a modified equivalent-vehicle methodology and in-service data on life-cycle costs and usage," Transportation Research Part A: Policy and Practice, Elsevier, vol. 95(C), pages 275-288.
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