JKSCE - KSCE JOURNAL OF CIVIL AND ENVIRONMENTAL ENGINEERING RESEARCH

1

"Agrawal, A., Kawaguchi, A. and Chen, Z. (2010). “Deterioration rates of typical bridge elements in New York.” Journal of Bridge Engineering, ASCE, Vol. 15, No. 4, pp. 419-429, https://doi.org/10.1061/(ASCE)BE.1943-5592.0000123."

2

"Aneta, N. M. (2013). “Water-binder ratio influence on de-icing salt scaling of fly ash conceretes.” Procedia Engineering, Elsevier, Vol. 57, pp. 823-829, https://doi.org/10.1016/j.proeng.2013.04.104. "

3

"Bien, J., Kuzawa, M. and Laminski, T. (2020). “Strategies and tools for the monitoring of concrete bridges.” Structural Concrete, FIB, Vol. 21, No. 4, pp. 1227-1239, https://doi.org/10.1002/suco.201900410."

4

"Callow, D., Lee, J., Blumenstein, M., Guan, H. and Loo, Y. C. (2013). “Development of hybrid optimization method for artificial intelligence based bridge deterioration model feasibility study.” Automation in Construction, Elsevier, Vol. 31, pp. 83-91, https://doi.org/10.1016/j.autcon.2012.11.016."

5

"Chan, J. Y., Leow, S. M., Bea, K. T., Cheng, W. K., Phoong, S. W., Hong, Z. W. and Chen, Y. L. (2022). “Mitigating the multicollinearity problem and its machine learning approach: a review.” Mathematics, MDPI, Vol. 10, No. 8, 1283, https://doi.org/10.3390/math10081283."

6

"Choi, Y. S., Jang, P. S., Choi, J. S., Kim, Y. G. and Yang, E. I. (2014). “A comparative study of evaluation and test methods for effects of de-icing salts on concrete freeze-thaw resistance.” Proceedings of the Korea Institute for Structural Maintenance and Inspection Conference, KSMI, Jeju, Korea, Vol. 18, No. 2, pp. 308-310 (in Korean)."

7

"Chung, J. S., Kim, B. H. and Kim, I. S. (2014). “A case study on chloride corrosion for the end zone of concrete deck subjected to de-icing salts added calcium chloride.” Journal of the Korean Society of Safety, KOSOS, Vol. 29, No. 6, pp. 87-93, https://doi.org/10.14346/JKOSOS.2014.29.6.087 (in Korean)."

8

"Cusson, D., Lounus, Z. and Daigle, L. (2011). “Durability monitoring for improved service life predictions of concrete bridge decks in corrosive environments.” Computer-Aided Civil and Infrastructure Engineering, Wiley, Vol. 26, No. 7, pp. 524-541, https://doi.org/10.1111/j.1467-8667.2010.00710.x."

9

"Fujiu, M., Minami, T. and Takayama, J. (2022). “Environmental influence on bridge deterioration based on periodic inspection data from ishikawa prefecture.” Infrastructures, MDPI, Vol. 7, No. 10, 130, https://doi.org/10.3390/infrastructures7100130."

10

"Grace, N., Jensen, E., Eamon, C. and Shi, X. (2012). “Life-cycle cost analysis of carbon fiber-reinforced polymer reinforced concrete bridges.” Structural Journal, ACI, Vol. 109, No. 5, pp. 697-704, https://doi.org/10.14359/51684047."

11

"Hairani, H., Anggrawan, A. and Priyanto, D. (2023). “Improvement performance of the random forest method on unbalanced diabetes data classification using Smote-Tomek Link.” JOIV International Journal on Informatics Visualization, Information Technology Department Politeknik Negeri Padang, Vol. 7, No. 1, pp. 258-264, http://dx.doi.org/10.30630/joiv.7.1.1069."

12

"Hong, J. and Jeon, S. J. (2023). “Prediction of safety grade of bridges using the classification models of decision tree and random forest.” KSCE Journal of Civil and Environmental Engineering Research, KSCE, Vol. 43, No. 3, pp. 397-411, https://doi.org/10.12652/Ksce.2023.43.3.0397 (in Korean)."

13

"Jeon, J. C., Lee, I. K., Park, C. H. and Lee, H. H. (2017). “A study on improvement of inspection activity based upon condition analysis of expressway bridges.” KSCE Journal of Civil and Environmental Engineering Research, KSCE, Vol. 37, No. 1, pp. 19-28, https://doi.org/10.12652/Ksce.2017.37.1.0019 (in Korean)."

14

"Jeong, Y. S., Min, G. H., Lee, I. K., Yoon, I. R. and Kim, W. S. (2021). “Comparative study of bridge maintenance: United States, United Kingdom, Japan, and Korea.” Journal of the Korea Institute for Structural Maintenance and Inspection, KSMI, Vol. 25, No. 5, pp. 114-126, https://doi.org/10.11112/jksmi.2021.25.5.114 (in Korean)."

15

"Jung, H. J., An, H. J., Park, K. T., Jung, K. S., Kim, Y. H. and Lee, J. H. (2021). “Correlation analysis between damage of expansion joints and response of deck in RC bridges.” Journal of the Korea Institute for Structural Maintenance and Inspection, KSMI, Vol. 25, No. 6, pp. 245-253, https://doi.org/10.11112/jksmi.2021.25.6.245 (in Korean)."

16

"Kazemitabar, J., Amini, A., Bloniarz, A. and Talwalker, A. (2017). “Variable importance using decision trees.” Proceedings of the 31st International Conference on Neural Information Processing Systems(NIPS 2017), NIPS, Long Beach, CA, pp. 425-434."

17

"Kim, H. S., Lee, I. K. and Park, Y. H. (2021). “Deterioration patterns and chloride attacks of expressway bridges under de-icing slats environments.” Magazine of the Korea Concrete Institute, KCI, Vol. 33, No. 4, pp. 14-18 (in Korean)."

18

"Korea Authority of Land and Infrastructure Safety (KALIS) (2022). Detailed Guidelines for the Safety and Maintenance of Facilities (Safety Inspection and Diagnosis) for Bridges (in Korean)."

19

"Korea Expressway Corporation (KEC) (2020). A Study on Establishment of Maintenance Strategy to Extend the Service Life of Bridge Deck Slab, KECRI-2020-42-534.9607 (in Korean)."

20

"Lee, B. D., Choi, Y. S., Kim, Y. G., Choi, J. S. and Kim, I. S. (2016). “A study on the durability improvement of highway-subsidiary concrete structure exposed to deicing salt and freeze-thaw.” Journal of the Korea Institute for Structural Maintenance and Inspection, KSMI, Vol. 20, No. 4, pp. 128-135, https://doi.org/10.11112/jksmi.2016.20.4.128 (in Korean)."

21

"Lee, I. K., Kim, W. S., Kang, H. T. and Seo, J. W. (2015). “Analysis and prediction of highway bridge deck slab deterioration.” Journal of the Korea Institute for Structural Maintenance and Inspection, KSMI, Vol. 19, No. 2, pp. 68-75, https://doi.org/10.11112/jksmi.2015.19.2.068 (in Korean)."

22

"Ministry of Land, Infrastructure and Transport (MOLIT) (2021a). Special act on the safety control and maintenance of establishments."

23

"Ministry of Land, Infrastructure and Transport (MOLIT) (2021b). National bridge standard data (in Korean)."

24

"Ministry of Land, Infrastructure and Transport (MOLIT) (2023). Road Bridge and Tunnel Status Report (in Korean)."

25

"Nowak, A. and Szerszen, M. (2003). “Life-cycle deterioration models for concrete deck slabs.” Proceedings of Life-Cycle Performance of Deteriorating Structures, ASCE, Lausanne, Switzerland, pp. 133-140, https://doi.org/10.1061/40707(240)15."

26

"Raffaniello, A., Baur, M., Safiuddin, M. and El-Hakin, M. (2022). “Traffic and climate impacts on rutting and thermal cracking in flexible and composite pavements.” Infrastructures, MDPI, Vol. 7, No. 8, 100, https://doi.org/10.3390/infrastructures7080100."

27

"Zhang, Y., O’Connor, S. M., Linden, G. W., Parakash, A. and Lynch, J. (2016). “SenStore: A scalable cyberinfrastructure platform for implementation of data-to-decision frameworks for infrastructure health management.” Journal of Computing in Civil Engineering, ASCE, Vol. 30, No. 5, https://doi.org/10.1061/(ASCE)CP.1943-5487.0000560."

JKSCEKSCE JOURNAL OF CIVIL AND
ENVIRONMENTAL ENGINEERING RESEARCH

Journal of the Korean Society of Civil Engineers

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JKSCEKSCE JOURNAL OF CIVIL AND ENVIRONMENTAL ENGINEERING RESEARCH