標題: Evaluating Susceptibility of Debris Flow Hazard using Multivariate Statistical Analysis in Hualien County
作者: Shen Che-Wei
Lo Wen-Chun
Chen Chen-Yu
土木工程學系
Department of Civil Engineering
關鍵字: Debris flow;multivariate statistical analysis;logistic regression;topographic factors;susceptibility map
公開日期: 1-十月-2012
摘要: Taiwan was recently ravaged by frequent natural disasters. The typhoons and heavy rainfall triggered landslides, often causing incalculable damage to human's life or properties. In this study, we evaluated the susceptibility of debris flow hazard of 160 potential debris flow creeks in Hualien County by using multivariate statistical analysis. Five categories of topographic factors, including watershed form, slope, height, aspect and landslide, were used as independent variables and debris flow inventory as dependent variable. By using principal component and correlation analysis, 10 topographic factors are correlated with dependent variable at 85% significance level. Then, we evaluated susceptibility of debris flow from the 10 topographic factors by using logistic regression and verified by the classification error matrix, ROC curve and debris flow inventory. The study has established debris flow susceptibility maps and method of debris flow hazard assessment for debris flow prevention and risk management.
URI: http://hdl.handle.net/11536/20889
ISSN: 0974-262X
期刊: DISASTER ADVANCES
Volume: 5
Issue: 4
起始頁: 743
結束頁: 755
顯示於類別:期刊論文