西安科技大学学报2024,Vol.44Issue(1) :166-174.DOI:10.13800/j.cnki.xakjdxxb.2024.0117

大佛寺煤矿开采区土壤水分变化遥感反演研究

Remote sensing inversion of soil moisture change in Dafosi coal mining area

王聪 汤伏全 马婷 贾晓卉 苏宇 薛俊磊 张馨月
西安科技大学学报2024,Vol.44Issue(1) :166-174.DOI:10.13800/j.cnki.xakjdxxb.2024.0117

大佛寺煤矿开采区土壤水分变化遥感反演研究

Remote sensing inversion of soil moisture change in Dafosi coal mining area

王聪 1汤伏全 2马婷 1贾晓卉 1苏宇 1薛俊磊 1张馨月1
扫码查看

作者信息

  • 1. 西安科技大学测绘科学与技术学院,陕西西安 710054
  • 2. 西安科技大学测绘科学与技术学院,陕西西安 710054;国土资源部煤炭资源勘查与综合利用重点实验室,陕西西安 710021
  • 折叠

摘要

土壤水分是驱动矿区生态环境变化的关键要素.为研究黄土高原煤矿区开采沉陷对土壤水分变化的扰动影响,以彬长矿区大佛寺煤矿为例,采用主动微波和光学遥感影像反演开采沉陷区土壤水分的空间变化,用水云模型消除植被对主动微波影像的后向散射系数影响,通过实地采样数据构建支持向量机回归模型,获取矿区地表土壤水分的分布特征,分析黄土沟壑区地形因子和开采沉陷变形对矿区土壤水分变化的影响.结果表明:SVM构建的回归分析模型可以有效反演黄土高原煤矿开采区土壤水分的空间分布,地形特征对土壤水分的影响最大,沟壑区域土壤含水量更高;在未受开采影响的区域,土壤水分变化受地形坡度影响最大,坡向次之,高程影响最小;在40201工作面开采沉陷变形区域,土壤水分分布的变异系数显著增大,尤其在采动裂缝发育区更为明显.研究结果为揭示黄土高原煤矿开采区土壤水分变化的时空特征及机理提供了技术支持.

Abstract

Soil moisture is the key factor to help the ecological environment in a mining area.In order to study the disturbance effect of mining subsidence on soil moisture change in the Loess Plateau coal mining area,Dafosi coal mine in Binchang mining area is taken as an example,and the active micro-wave and optical remote sensing images are used to invert the spatial variation of soil moisture in the mining subsidence area.The water cloud model is used to eliminate the influence of vegetation on the backscattering coefficient of active microwave images,and the support vector machine regression model is constructed by field sampling data to obtain the distribution characteristics of surface soil moisture in the mining area;the influence of terrain factors and mining subsiding deformation on soil moisture change in the loess gully region is deeply analyzed.The results show that the regression analysis model constructed by SVM can effectively invert the spatial distribution of soil moisture in the coal mining ar-ea of the Loess Plateau.The topographic characteristics have the greatest influence on soil moisture,and the soil moisture content is higher in the gully area.In the areas with little impact by mining,soil mois-ture change is most affected by terrain slope,followed by slope aspect and least affected by elevation.In the mining subsidence and deformation area of 40201 working face,the variation coefficient of soil wa-ter distribution increases significantly,especially in the mining fracture development area.The results provide technical support for exploring the spatio-temporal characteristics and mechanism of soil mois-ture change in the coal mining area of the Loess Plateau.

关键词

采煤沉陷/土壤水分/遥感影像/地形因子/黄土高原

Key words

coal mining subsidence/soil moisture/remote sensing image/topographic factor/Loess Plateau

引用本文复制引用

基金项目

国家自然科学基金项目(52274168)

出版年

2024
西安科技大学学报
西安科技大学

西安科技大学学报

CSTPCD北大核心
影响因子:1.154
ISSN:1672-9315
参考文献量32
段落导航相关论文