首页|降雨型滑坡监测的多变量选择方法研究

降雨型滑坡监测的多变量选择方法研究

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为进一步提高降雨型滑坡监测的准确性,解决传统降雨型滑坡监测中仅依赖雨量监测作为判断滑坡依据可能导致的漏报、误报等问题,提出了一种新的基于雨量相关的多变量选择方法来监测滑坡事件,首先通过定量分析现场各监测物理量与降雨量之间的相关关系对变量进行筛选,然后利用主成分分析方法对筛选结果进行降维,最后利用高斯混合模型进行滑坡监测.结果表明:基于雨量相关的多变量选择方法能够实现降雨型滑坡监测的多变量选择,为滑坡监测模型提供合理的输入变量.研究结果可为降雨型滑坡监测提供参考.
Study on Multivariate Selection Method of Rainfall Landslide Monitoring
In order to improve the accuracy of rainfall-type landslide monitoring,and solve the problems of false alarms that may be caused by relying only on rainfall monitoring as the basis for determining landslides in traditional rainfall-type landslide monitoring,a new multivariate selection method based on rainfall correlation is proposed to monitor landslide events.Firstly,the variables are screened by quantitative analysis of the correlation between the monitored physical quantities on site and the rainfall,then the principal component analysis method is used to reduce the dimensionality of the screening results,and finally the Gaussian mixture model is used for landslide monitoring.The results show that the multivariate selection method based on rainfall correlation can realize the multivariate selection of rainfall-type landslide monitoring and provide reasonable input variables for the landslide monitoring model.The research results can provide reference for rainfall-type landslide monitoring.

rainfall-type landslidemultivariatecorrelation analysislandslide monitoring

方迎潮、余东亮、周广、黄鹏、李虎、郑杰

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国家管网集团西南管道有限责任公司,成都 610041

四川省地质工程勘察院集团有限公司,成都 610072

降雨型滑坡 多变量 相关分析 滑坡监测

2024

四川地质学报
四川省地质学会

四川地质学报

影响因子:0.314
ISSN:1006-0995
年,卷(期):2024.44(1)
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