基于SBAS-InSAR的天津市地表形变对地下水位响应研究
作者:
作者单位:

(1.天津师范大学京津冀生态文明发展研究院,天津 300387;2.天津市规划编制研究中心,天津 300201 )

作者简介:

曹永强(1972—),男,教授,博士,主要从事水文水资源研究。E-mail:caoyongqiang@tjnu.edu.cn

通讯作者:

中图分类号:

基金项目:

国家自然科学基金项目(52379021,42301501);天津师范大学研究生科研创新项目(2024KYCX049Z)


Research on the response of surface deformation to groundwater level in Tianjin based on SBAS-InSAR
Author:
Affiliation:

(1.Academy of Eco-Civilization Development for Jing-Jin-Ji Megalopolis, Tianjin Normal University, Tianjin 300387, China;2.Tianjin Urban Planning Compilation and Research Center, Tianjin 300201, China)

Fund Project:

  • 摘要
  • |
  • 图/表
  • |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • |
  • 文章评论
    摘要:

    为定量分析天津市地表形变对地下水位的响应特征,通过小基线集合成孔径雷达干涉测量(SBAS-InSAR)技术获取地表形变监测数据,运用季节性分解算法对2018—2022年地表形变与地下水位数据进行信号分解,在此基础上采用随机森林算法计算地下水位各分量对地表形变的相对重要性,并分别采用动态时间规整算法(DTW)、交叉小波变换和Copula函数分析了地表形变各分量对地下水位的响应。结果表明:天津市地表形变基本形成了位于天津市西南部、中部和东部的5处沉降漏斗,地下水位趋势分量、季节分量和残差分量对地表形变的综合特征重要性分别为0.595、0.172、0.233;地表形变与地下水位趋势分量的相似度较高,综合DTW距离为10.59;地表形变与地下水位季节分量存在1a左右的主共振周期,地表形变相对于地下水位季节性变化的滞后时间为93~132d;地表形变与地下水位残差分量边缘分布函数值均为0.8时的联合分布概率不小于0.75,二者具有较强的相关性。

    Abstract:

    In order to quantitatively analyze the response characteristics of ground surface deformation to groundwater level in Tianjin, the ground surface deformation monitoring data was obtained through small baseline subset interferometric synthetic aperture radar (SBASInSAR) technology. The seasonal decomposition algorithm was applied to decompose the signal of ground surface deformation and groundwater level data 2018 to 2022. On this basis, the relative importance of each component of the groundwater level to the ground surface deformation was calculated by random forest algorithm, and the response of each component of the ground surface deformation to the groundwater level was analyzed by using dynamic time warping (DTW), cross wavelet transform and Copula function analysis , respectively. The results show that the surface deformation in Tianjin has basically formed five subsidence funnels in the southwest, central and eastern regions of Tianjin. The relative importance of the groundwater level trend component, seasonal component, and residual components to the comprehensive characteristics of surface deformation were 0.595, 0.172, and 0.233, respectively. The similarity between the surface deformation and the trend component of the groundwater level is relatively high, with a comprehensive DTW distance of 10.59. A dominant resonance period of approximately 1 year was identified between the seasonal components of surface deformation and groundwater level, with a lag time of 93 to 132 days for surface deformation relative to seasonal groundwater fluctuations. The joint distribution probability was not less than 0.75 when the probability value of the marginal cumulative distribution function of surface deformation and the residual component of groundwater level were both set to 0.8, indicating that there was a strong correlation between the two.

    参考文献
    相似文献
    引证文献
引用本文

曹永强,张宁月,么嘉棋,等.基于SBAS-InSAR的天津市地表形变对地下水位响应研究[J].水资源保护,2025,41(5):238-246.(CAO Yongqiang, ZHANG Ningyue, YAO Jiaqi, et al. Research on the response of surface deformation to groundwater level in Tianjin based on SBAS-InSAR[J]. Water Resources Protection,2025,41(5):238-246.(in Chinese))

复制
分享
文章指标
  • 点击次数:
  • 下载次数:
  • HTML阅读次数:
  • 引用次数:
历史
  • 收稿日期:
  • 最后修改日期:
  • 录用日期:
  • 在线发布日期: 2025-09-21
  • 出版日期: