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Relationship between Flood Damage and Flood Vulnerability Focusing on Property Damage and Human Casualties
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침수피해와 침수취약요인 관계 연구 : 피해액과 인명피해를 중심으로

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Type
Academic journal
Author
Park, Hanna (Seoul National University) Song, Jaemin (Seoul National University)
Journal
Korea Planning Association Journal of Korea Planning Association Vol.58 No.3(Wn.270) KCI Excellent Accredited Journal
Published
2023.6
Pages
149 - 166 (18page)
DOI
10.17208/jkpa.2023.06.58.3.149

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Relationship between Flood Damage and Flood Vulnerability Focusing on Property Damage and Human Casualties
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This study advocates developing efficient disaster management strategies and recognizing potential risk areas by studying areas historically affected by severe flood damage. Prior research in Korea has predominantly concentrated on property damage as the main signifier of flood impact, but human casualties are equally significant. Machine learning methods were used in this study to split flood damage into property damage and human casualties. We also explore the connection between damage characteristics and factors contributing to flood vulnerability. The Gradient Boosting and Random Forest models were identified as the most appropriate for forecasting property damage and human casualties, respectively. This study reveals that various elements influence property damage and human casualties. Physical elements and high rainfall exposure cause property damage, while demographic attributes and the drainage capability of impacted regions influence human casualties. Thus, this research underscores the need to consider property damage and human casualties when determining relevant policies. By differentiating between property damage and human casualties and examining the nonlinear connection between flood damage and key vulnerability features, this study aids urban planning initiatives to foster flood-resistant communities.
#침수피해 #피해액 #인명피해 #침수취약성 요인 #기계학습모형 #Flood Damage #Property Damage #Human Casualties #Flood Vulnerability Indicator #Machine Learning Model

Contents

Abstract
Ⅰ. 서론
Ⅱ. 선행연구 고찰
Ⅲ. 연구방법
Ⅳ. 연구 결과
Ⅴ. 결론 및 시사점
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