JKSCE - KSCE JOURNAL OF CIVIL AND ENVIRONMENTAL ENGINEERING RESEARCH

1

"Asmai, S. A., Abidin, Z. Z., Basiron, H. and Ahmad, S. (2019). “An intelligent crisis-mapping framework for flood prediction.” International Journal of Recent Technology and Engineering, Vol. 8, No. 2, pp. 1304-1310, https://doi.org/10.35940/ijrte.B1058.0882S819."

2

"Bae, D. H. and Kim, J. H. (2007a). “Development of Korea flash flood guidance system: (I) Theory and system design.” Journal of the Korean Society of Civil Engineers B, Vol. 27, No. 3B, pp. 237-243 (in Korean)."

3

"Bae, D. H. and Kim, J. H. (2007b). “Development of Korea flash flood guidance system: (II) Component development and system analysis.” Journal of the Korean Society of Civil Engineers B, Vol. 27, No. 3B, pp. 245-254 (in Korean)."

4

"Basnyat, B., Anam, A., Singh, N., Gangopadhyay, A. and Roy, N. (2017). “Analyzing social media texts and images to assess the impact of flash floods in cities.” Proc. 2017 IEEE Int. Conf. Smart Computing (SMARTCOMP), pp. 1-6, https://doi.org/10.1109/SMARTCOMP.2017.7946987."

5

"Cho, J., Bae, C. and Kang, H. (2018). “Development and application of urban flood alert criteria considering damage records and runoff characteristics.” Journal of Korea Water Resources Association, Vol. 51, No. 1, pp. 1-10, https://doi.org/10.3741/JKWRA.2018.51.1.1 (in Korean)."

6

"Choi, Y., Hyun, S. and Shin, Y. (2021). “A study on the perception of disaster and crisis using SNS (Twitter).” Proc. 2021 Conf. Korea Info. Process. Soc., Vol. 28, No. 2, pp. 483-486."

7

"Debreceny, R., Wang, T. and Zhou, M. J. (2017). “Research in social media: Data sources and methodologies.” Journal of Information Systems, Vol. 31, No. 3, pp. 1-28, https://doi.org/10.2308/isys-51984."

8

"Erokhin, D. and Komendantova, N. (2024). “Social media data for disaster risk management and research.” International Journal of Disaster Risk Reduction, Vol. 114, 104980, https://doi.org/10.1016/j.ijdrr.2024.104980."

9

"Fang, J., Hu, J., Shi, X. and Zhao, L. (2019). “Assessing disaster impacts and response using social media data in China: A case study of 2016 Wuhan rainstorm.” International Journal of Disaster Risk Reduction, Vol. 34, pp. 275-282, https://doi.org/10.1016/j.ijdrr.2018.11.027."

10

"Guo, K., Guan, M. and Yan, H. (2023). “Utilising social media data to evaluate urban flood impact in data scarce cities.” International Journal of Disaster Risk Reduction, Vol. 93, 103780, https://doi.org/10.1016/j.ijdrr.2023.103780."

11

"Hapuarachchi, H. A. P., Wang, Q. J. and Pagano, T. C. (2011). “A review of advances in flash flood forecasting.” Hydrological Processes, Vol. 25, No. 18, pp. 2771-2784, https://doi.org/10.1002/hyp.8040."

12

"He, C. and Hu, D. (2025). “Social media analytics for disaster response: classification and geospatial visualization framework.” Applied Sciences, Vol. 15, No. 8, 4330, https://doi.org/10.3390/app15084330."

13

"Henao Salgado, M. J. and Zambrano Nájera, J. (2022). “Assessing flood early warning systems for flash floods.” Frontiers in Climate, Vol. 4, 787042, https://doi.org/10.3389/fclim.2022.787042."

14

"Huang, X., Wang, C. and Li, Z. (2018). “A near real-time flood- mapping approach by integrating social media and post-event satellite imagery.” Annals of GIS, Vol. 24, No. 2, pp. 113-123, https://doi.org/10.1080/19475683.2018.1450787."

15

"Huang, Y. and Bárdossy, A. (2020). “Impacts of data quantity and quality on model calibration: Implications for model parameterization in data-scarce catchments.” Water, Vol. 12, No. 9, 2352, https://doi.org/10.3390/w12092352."

16

"Hwang, S., Yoon, J., Kang, N. and Lee, D. (2020). “Development of flood forecasting system on city, mountains, and small river area in Korea and assessment of forecast accuracy.” Journal of Korea Water Resources Association, Vol. 53, No. 3, pp. 225-236, https://doi.org/10.3741/JKWRA.2020.53.3.225 (in Korean)."

17

"Im, K. H. (2017). “SNS big data analysis technology trend and development direction.” Journal of the Korea Contents Association, Vol. 15, No. 1, pp. 38-43 (in Korean)."

18

"Joseph, J. K., Dev, K. A., Pradeepkumar, A. P. and Mohan, M. (2018). “Big data analytics and social media in disaster management.” Integrating Disaster Science and Management, pp. 287-298, https://doi.org/10.1016/B978-0-12-812056-9.00016-6."

19

"Karimiziarani, M. (2023). “Social media analytics in disaster response: A comprehensive review.” arXiv:2303.11181 [cs.CY], https://doi.org/10.48550/arXiv.2307.04046."

20

"Kim, B. S. and Kim, H. S. (2008). “Estimation of the flash flood severity using runoff hydrograph and flash flood index.” Journal of Korea Water Resources Association, Vol. 41, No. 2, pp. 185- 196 (in Korean)."

21

"Kim, Y. H. (2022). “Social network service (SNS) usage behavior by generation.” KISDI STAT Report, 22(11), Korea Information Society Development Institute, pp. 1-6."

22

"Kim, Y. H. (2024). “Social network service (SNS) usage behavior by generation.” KISDI STAT Report, 24(09), Korea Information Society Development Institute, pp. 1-6."

23

"Kwon, S. J., Kang, Y. H., Lee, Y. H., Min, S., Park, S. H. and Kang, M. J. (2020). “Analysis of disaster safety situation classification algorithm based on natural language processing using 119 calls data.” KIPS Transactions on Software and Data Engineering, Vol. 9, No. 10, pp. 317-322, https://doi.org/10.3745/KTSDE.2020.9.10.317 (in Korean)."

24

"Lee, B. J., Choi, S. M., Yoon, S. S. and Choi, Y. J. (2016). “The evaluation of TOPLATS land surface model application for forecasting flash flood in mountainous areas.” Journal of Korea Water Resources Association, Vol. 49, No. 1, pp. 19-28, https://doi.org/10.3741/JKWRA.2016.49.1.19 (in Korean)."

25

"Lee, J. H. and Hwang, S. H. (2019). “A study on the application of social network service data for monitoring flood damage.” Journal of the Korean Society of Hazard Mitigation, Vol. 19, No. 7, pp. 77-85, https://doi.org/10.9798/KOSHAM.2019.19.7.77 (in Korean)"

26

"Lee, S. Y., Yoo, H. J. and Lee, S. O. (2020). “Development of a river stage forecasting algorithm and its applicability using non-parametric data.” Water for Future, Vol. 53, No. 5, pp. 82-89."

27

"Lee, S. Y., Yoo, H. J. and Lee, S. O. (2021). “Role of unstructured data on water surface elevation prediction with LSTM: case study on Jamsu Bridge, Korea.” Journal of Korea Water Resources Association, Vol. 54, No. S-1, pp. 1195-1204, https://doi.org/10.3741/JKWRA.2021.54.S-1.1195 (in Korean)."

28

"Oudat, Q., Bakas, T. and Ghoneum, A. (2023). “Merits and pitfalls of social media as a platform for recruitment of study participants.” Journal of Medical Internet Research, Vol. 25, No. 1, e47705, https://doi.org/10.2196/47705."

29

"Park, D. I. and Yoon, S. H. (2017). “The big data method for flash flood warning.” Journal of Digital Convergence, Vol. 15, No. 11, pp. 245-253, https://doi.org/10.14400/JDC.2017.15.11.245 (in Korean)."

30

"Putra, P. K., Sencaki, D. B., Dinanta, G. P., Alhasanah, F. and Ramadhan, R. (2020). “Flood monitoring with information extraction approach from social media data.” Proc. IEEE Asia-Pacific Conf. Geosci., Electron., Remote Sens. Technol. (AGERS), pp. 113-119, Jakarta, Indonesia: Badan Pengkajian dan Penerapan Teknologi, https://doi.org/10.1109/AGERS51788.2020.9452770."

31

"Seo, T. W., Park, M. G. and Kim, C. S. (2013). “Design and implementation of the extraction mashup for reported disaster information on SNSs.” Journal of Korea Multimedia Society, Vol. 16, No. 11, pp. 1297-1304, https://doi.org/10.9717/kmms.2013.16.11.1297 (in Korean)."

32

"Wang, S., Li, R., Wu, H., Li, J. and Shen, Y. (2025). “Fine-grained flood disaster information extraction incorporating multiple semantic features.” International Journal of Digital Earth, Vol. 18, No. 1, 2448221, https://doi.org/10.1080/17538947.2024.2448221."

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