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River Hazard Mitigation (하천방재)
Predicting Local Scour at Bridge Piers Using Probability-Distribution Machine Learning
Jaemyeong Choi, Taeyoon Kim, Joowon Choi, Soonchul Kwon
J. Korean Soc. Hazard Mitig. 2025;25(6):493-504.  Published online December 23, 2025
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Machine Learning-Based Decision Support Model for Estimating Search Ranges of Riverine Drowning Accidents Using Flow Rate-Velocity Prediction
IkJin Jun, SaRang Lim, TaeSun Kim
J. Korean Soc. Hazard Mitig. 2025;25(6):483-491.  Published online December 23, 2025
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Wind and Flood Hazard Mitigation (풍수해방재)
A Study on Learning-Machine Models for Low-Flow Prediction in River Basins
Juhwan Kim, Hung Soo Kim, Deukhwan Kim, Seungmin Lee, Seonuk Baek
J. Korean Soc. Hazard Mitig. 2025;25(6):461-472.  Published online December 23, 2025
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Meteorological Hazard Mitigation (기상방재)
Estimation of High-Resolution Soil Moisture Using Sentinel-1 and LightGBM over the Miho River Watershed
Jongmin Park, Kijin Park, Yangwan Kim, Byung-kyu Kim
J. Korean Soc. Hazard Mitig. 2025;25(6):65-73.  Published online December 23, 2025
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Development of a Two-phase Physics-informed Machine Learning Model for Sequential Spatiotemporal Correction of Grid-based Flood Simulations
Seungmin Lee, Seonuk Baek, Wonjoon Wang, Soojun Kim
J. Korean Soc. Hazard Mitig. 2025;25(6):55-64.  Published online December 23, 2025
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Wind and Flood Hazard Mitigation (풍수해방재)
Development of a Machine Learning Model for Predicting Casualties from Heavy Rainfall Disasters
Youngseok Song, Byungsik Kim, Hayong Kim
J. Korean Soc. Hazard Mitig. 2025;25(5):231-240.  Published online October 27, 2025
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Climate Change Hazard Mitigation (기후변화방재)
Development of Machine Learning-based River Algal Bloom Prediction Model and Assessment of Influencing Factors: Miho and Nakdong River Basins
Byeong Heon On, Seo Yun Lee, Do Guen Yoo
J. Korean Soc. Hazard Mitig. 2025;25(5):1-10.  Published online October 27, 2025
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Geotechnical Hazard Mitigation (지반방재)
Development of a Regression Model for Predicting Ground Subsidence Risk Using Machine Learning
Sungyeol Lee, Jinyoung Kim, Myeongsik Kong, Jaemo Kang
J. Korean Soc. Hazard Mitig. 2024;24(6):329-336.  Published online December 27, 2024
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Urban Hazard Mitigation (도시방재)
Development of a Machine-learning-based Framework to Assess the Performance of Water Distribution Systems
Young Hwan Choi, Min Jun Kim, Teagyun Kim
J. Korean Soc. Hazard Mitig. 2024;24(5):49-61.  Published online October 28, 2024
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Wind and Flood Hazard Mitigation (풍수해방재)
Predicting Damage Characteristics of Heavy Rain Disasters Using Artificial Neural Network
Youngseok Song, Hyeong Jun Lee, Jinjul Joo, Moojong Park
J. Korean Soc. Hazard Mitig. 2024;24(1):83-89.  Published online February 23, 2024
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Environmental Hazard Mitigation (환경방재)
Prediction of the DO Factor at Bugok Bridge, Oncheoncheon, Using Deep Learning
Heesung Lim, Hyunuk An, Jaenam Lee, Hyungjin Shin, Nagweon Choi, Jingul Joo
J. Korean Soc. Hazard Mitig. 2023;23(6):325-333.  Published online December 22, 2023
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Mountain Hazard Mitigation (산지방재)
Machine Learning for Big Data Analytics in Development of Wildfire Prediction Models
Chanjung Lee, Mooyoung Lim, Yohan Lee
J. Korean Soc. Hazard Mitig. 2023;23(2):29-39.  Published online April 27, 2023
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Building Hazard Mitigation (건축물방재)
Analytical Study on the Prediction of Fire Evacuation Time in Large Complex Buildings Using the Ensemble Learning Technique
DooHee Lee, HakKyung Kim, Jeon Soo Kim, Hyun Soo Hwang, DooChan Choi
J. Korean Soc. Hazard Mitig. 2022;22(5):9-17.  Published online October 27, 2022
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Geotechnical Hazard Mitigation (지반방재)
Comparison of Performance of Machine Learning Models for Predicting Compression Index Based on Clay Properties
Sung Yeol Lee, Jinyoung Kim, Jaemo Kang, Won Kin Baek, Hyeon Jun Yoon
J. Korean Soc. Hazard Mitig. 2022;22(4):127-134.  Published online August 26, 2022
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Development of the Prediction Model for Saturated Hydraulic Conductivity of Soils Using Artificial Neural Networks
Jongmuk Won
J. Korean Soc. Hazard Mitig. 2022;22(3):179-185.  Published online June 27, 2022
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