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River Hazard Mitigation (하천방재)
Systematic Verification of Data Preprocessing Methods and Data Construction Methods for Optimizing Deep Learning Performance
Yong Min Ryu, Eui Hoon Lee
J. Korean Soc. Hazard Mitig. 2025;25(3):217-229.  Published online June 26, 2025
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Infrastructure Hazard Mitigation (시설물방재)
Merged CNN-Based Finite Element Model Update Methodology
Seongbin Ryu, Kyoungseok Lee, Seungjun Kim
J. Korean Soc. Hazard Mitig. 2024;24(6):263-272.  Published online December 27, 2024
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Urban Hazard Mitigation (도시방재)
Development of Enhanced Computer Vision-based Monitoring Technology to Respond to Fire Accidents at Electric Vehicle Charging Stations
Jihyo Kim, Daekyo Jung, Minsoo Park, Seunghee Park
J. Korean Soc. Hazard Mitig. 2024;24(4):29-35.  Published online August 29, 2024
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Wind and Flood Hazard Mitigation (풍수해방재)
Crossroads Traffic Data Analysis Using Drone-Based Deep Learning
TaeWon Lee, SaeJun Park, JaeChul Oh, Dae-Hung Kang
J. Korean Soc. Hazard Mitig. 2024;24(1):73-82.  Published online February 23, 2024
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Fire Hazard Mitigation (소방방재)
CCTV Map Creation Method for Improving Fire Location Estimation
Kyeongsin Kang, Ohsung Kwon, Wanho Cho, Seungun Chae, Jisun You
J. Korean Soc. Hazard Mitig. 2024;24(1):41-47.  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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Fire Hazard Mitigation (소방방재)
Research on Deep learning based Ultrasonic Image Learning to Develop a Gas Leak Detection Model
Yunjeong Gu, Kwanghyun Park, Wonhee Lee, Byunghun Song, Jungpyo Hong, Junho Shin
J. Korean Soc. Hazard Mitig. 2023;23(6):135-143.  Published online December 22, 2023
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Hazard Mitigation Systems (방재시스템)
Application of Neural Networks to Predict Daecheong Dam Water Levels
Yong Min Ryu, Eui Hoon Lee
J. Korean Soc. Hazard Mitig. 2022;22(1):67-78.  Published online February 24, 2022
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Geotechnical Hazard Mitigation (지반방재)
Evaluation of Neural Network Model for Estimating Pile Load Capacity
Byungsik Lee
J. Korean Soc. Hazard Mitig. 2021;21(5):221-228.  Published online October 27, 2021
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Application of Deterministic Method for Landslide Susceptibility with Deep Learning
Dae-Hong Min, Hyung-Koo Yoon
J. Korean Soc. Hazard Mitig. 2021;21(5):203-211.  Published online October 27, 2021
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Infrastructure Hazard Mitigation (시설물방재)
Impact Assessment of Bridge Damage Detection Based on Deep Learning According to Number and Location of Accelerometer Installations
Kanghyeok Lee, Sung-Han Sim, Do Hyoung Shin
J. Korean Soc. Hazard Mitig. 2021;21(5):183-190.  Published online October 27, 2021
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Geotechnical Hazard Mitigation (지반방재)
Convolutional Neural Network Model for Estimating Clogging of Ash-Mixed Sand Filters
Byungsik Lee
J. Korean Soc. Hazard Mitig. 2021;21(4):159-168.  Published online August 27, 2021
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River Hazard Mitigation (하천방재)
Flood Stage Forecasting at the Gurye-Gyo Station in Sumjin River Using LSTM-Based Deep Learning Models
Jaewon Jung, Hyelim Mo, Junhyeong Lee, Younghoon Yoo, Hung Soo Kim
J. Korean Soc. Hazard Mitig. 2021;21(3):193-201.  Published online June 25, 2021
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Earthquake Hazard Mitigation (지진방재)
Structural Response Estimation Using Gated Recurrent Unit
Geonyeol Jeon, Jaehyung Park, Jongwon Jung, Hyungchul Yoon
J. Korean Soc. Hazard Mitig. 2021;21(3):171-179.  Published online June 25, 2021
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Fire Hazard Mitigation (소방방재)
A Study on the Real-time Fire Classification Algorithm Based on Stacked LSTM
Yoseob Heo, Seongho Seo, We Shim, Jongseok Kang
J. Korean Soc. Hazard Mitig. 2021;21(3):93-104.  Published online June 25, 2021
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