A Novel Two-Step DInSAR Phase Unwrapping for Large Gradient Mining Deformation

被引:2
作者
Gao, Yandong [1 ]
Zheng, Nanshan [1 ]
Li, Shijin [1 ]
Zhang, Yansuo [1 ]
Zhang, Qiuzhao [1 ]
Zhang, Shubi [1 ]
机构
[1] China Univ Min & Technol, Sch Environm & Spatial Informat, Xuzhou 221116, Peoples R China
来源
IEEE JOURNAL ON MINIATURIZATION FOR AIR AND SPACE SYSTEMS | 2024年 / 5卷 / 01期
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Deformation; Synthetic aperture radar; Interferometry; Mathematical models; Data mining; Atmospheric modeling; Coal mining; Coal mining subsidence center; differential synthetic aperture radar interferometry (DInSAR); large gradient deformation; phase unwrapping (PhU); SATELLITE RADAR INTERFEROMETRY; D-INSAR;
D O I
10.1109/JMASS.2023.3305242
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
Phase unwrapping (PhU) of the large gradient deformation in the coal mining subsidence center has always been the main problem in the differential interferometric synthetic aperture radar (DInSAR) data processing. The accuracy of PhU will directly affect the deformation results of the mining subsidence center. To address this issue, in this article, we proposed a two-step PhU method which combines L-1 -norm and L-2 -norm. This method can effectively obtain the PhU results of the large gradient deformation in the mining subsidence center. First, the filtered DInSAR interferometric phase is unwrapped using L-2 -norm, and the first-step unwrapped phase is obtained. Then, the first-step unwrapped phase is rewrapped, which performs conjugate multiplication with the original interferometric phase to obtain the residual phase. Moreover, the residual phase is unwrapped by the L-1 -norm method to obtain the second-step unwrapped phase. Finally, the final unwrapped phase is obtained by summing the first-step and second-step unwrapping results. Experiments are conducted with simulated and GaoFen-3 SAR data sets. To compare against the representative PhU method, the proposed method can effectively solve the problem of PhU in the large gradient deformation of the mining areas.
引用
收藏
页码:2 / 8
页数:7
相关论文
共 23 条
  • [1] Large-scale deformation monitoring in mining area by D-InSAR and 3D laser scanning technology integration
    Chen Bingqian
    Deng Kazhong
    Fan Hongdong
    Ming, Hao
    [J]. INTERNATIONAL JOURNAL OF MINING SCIENCE AND TECHNOLOGY, 2013, 23 (04) : 555 - 561
  • [2] Two-dimensional phase unwrapping with use of statistical models for cost functions in nonlinear optimization
    Chen, CW
    Zebker, HA
    [J]. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 2001, 18 (02): : 338 - 351
  • [3] Coal Mining Deformation Monitoring Using SBAS-InSAR and Offset Tracking: A Case Study of Yu County, China
    Chen, Yu
    Tong, Yunxiao
    Tan, Kun
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2020, 13 : 6077 - 6087
  • [4] A novel phase unwrapping method based on network programming
    Costantini, M
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1998, 36 (03): : 813 - 821
  • [5] Dai Y., 2021, IEEE Geosci. Remote Sens. Lett., V18, P1
  • [6] Prediction-based phase unwrapping for differential interferograms of coal mining areas using a stochastic medium model
    Diao, Xinpeng
    Wu, Kan
    Xu, Yuankun
    Zhou, Dawei
    Chen, Ranli
    [J]. REMOTE SENSING LETTERS, 2018, 9 (05) : 477 - 486
  • [7] A model for extracting large deformation mining subsidence using D-InSAR technique and probability integral method
    Fan, Hong-dong
    Gu, Wei
    Qin, Yong
    Xue, Ji-qun
    Chen, Bing-qian
    [J]. TRANSACTIONS OF NONFERROUS METALS SOCIETY OF CHINA, 2014, 24 (04) : 1242 - 1247
  • [8] Two-dimensional phase unwrapping method using a refined D-LinkNet-based unscented Kalman filter
    Gao, Yandong
    Wang, Guanghui
    Wang, Geng
    Li, Tao
    Zhang, Shubi
    Li, Shijin
    Zhang, Yansuo
    Zhang, Tao
    [J]. OPTICS AND LASERS IN ENGINEERING, 2022, 152
  • [9] A novel two-step noise reduction approach for interferometric phase images
    Gao, Yandong
    Zhang, Shubi
    Li, Tao
    Guo, Li
    Chen, Qianfu
    Li, ShiJin
    [J]. OPTICS AND LASERS IN ENGINEERING, 2019, 121 : 1 - 10
  • [10] Minimum L(p)-norm two-dimensional phase unwrapping
    Ghiglia, DC
    Romero, LA
    [J]. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1996, 13 (10) : 1999 - 2013