首页|基于概率模型的四川省降水诱发地质灾害风险预警方法研究

基于概率模型的四川省降水诱发地质灾害风险预警方法研究

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开展降水诱发地质灾害风险预警是降低地质灾害风险的重要手段之一.基于2008-2019年四川省地质灾害历史灾情数据,在地理分区基础上,以地形、岩土、植被、气候因子为区划评价因子,采用信息量模型,将四川省划分为7个地质灾害分区.以正态化处理后的地质灾害有效降水量为建模因子,采用高斯拟合方法,建立各分区降水诱发地质灾害概率模型,并进行地质灾害预警检验.结果表明:(1)四川省可划分为盆地及盆周山区低易发区、中等易发区、高易发区,西南山地次易发区、易发区,川西高原次易发区、易发区等7个地质灾害分区.(2)ROC(Receiver Operating Characteristic)曲线分析表明,盆地及盆周山区的地质灾害分区精度略低于西南山地区和川西高原区的分区精度.(3)各分区正态化处理后的有效降水量与地质灾害频率具有很好的高斯分布关系.(4)建立的降水诱发地质灾害概率模型的地质灾害预警成功率为72%,当日降水量≥10 mm时,地质灾害预警成功率为83%.
Study on Risk Warning Method of Rainfall-induced Geological Disasters in Sichuan Province Based on Probability Model
Early warning of geological disaster risk induced by precipitation is one of the important means to reduce geological disaster risk.In this study,geographical zoning is carried out based on the historical data of Sichuan geological disasters from 2008 to 2019.Then Sichuan is divided into seven geo-logical disaster zones by the information model with terrain,rock-soil,vegetation and climate as factors.With the normalized effective precipitation of geological disaster as the modeling factor,the probability model of precipitation inducing geological hazard in each zone is established by means of Gaussian fitting,and the early warning test of geological disaster is performed.The results show that:(1)Sichuan can be divided into seven geological disaster zones,including the low,medium and high risk areas in the basin and surrounding mountains,the sub-and-high risk areas in the southwest mountains,and the sub-and-high risk areas in western Sichuan Plateau.(2)The analysis of receiver operating characteristic(ROC)curve shows that the accuracy of geological hazard zoning in the basin and surrounding mountain area is slightly lower than that in the southwest mountain area and the western Sichuan Plateau area.(3)There is a good Gaussian distribution relationship between the normalized effective precipitation and the frequency of geological disasters.(4)The probability model of precipitation inducing geological disaster could reach a predicted success of 72%.When the precipitation that day is ≥10 mm,the success rate of geological disaster early warning is 83%.

geological disasterrisk early warningeffective precipitation

邓国卫、孙俊、郭海燕、徐沅鑫、徐金霞

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四川省气候中心,成都 610072

中国气象局成都高原气象研究所/高原与盆地暴雨旱涝灾害四川省重点实验室,成都 610072

四川省气象灾害防御技术中心,成都 610072

地质灾害 风险预警 有效降水

高原与盆地暴雨旱涝灾害四川省重点实验室科技发展基金项目高原与盆地暴雨旱涝灾害四川省重点实验室科技发展基金项目高原与盆地暴雨旱涝灾害四川省重点实验室科技发展基金项目

SCQXKJQN2019008SCQXKJYJXZD202102SCQXKJYJXZD202202

2024

气象与环境科学
河南省气象局

气象与环境科学

CSTPCD
影响因子:1.28
ISSN:1673-7148
年,卷(期):2024.47(4)
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