An improved distributed scatterers extraction algorithm for monitoring tattered ground surface subsidence with DSInSAR: A case study of loess landform in Tongren county

被引:15
作者
Bao, Jiawen [1 ]
Luo, Xiaojun [1 ]
Liu, Guoxiang [1 ]
Chang, Ling [2 ]
Wang, Xiaowen [1 ]
Shi, Yueling [1 ]
Wu, Shuaiying [1 ]
机构
[1] Southwest Jiaotong Univ, Fac Geosci & Environm Engn, Chengdu 611756, Peoples R China
[2] Univ Twente, Fac Geoinformat Sci & Earth Observat, NL-7500 AE Enschede, Netherlands
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
Loess; Tattered ground surface; Distributed scatterer; Subsidence; Statistical homogeneous pixels; PERMANENT SCATTERERS; SAR; FIELD; COHERENCE; MAPS;
D O I
10.1016/j.jag.2021.102322
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
In order to effectively detect the detailed subsidence of tattered ground surface composed of many small fragments with the distributed scatterer interferometric synthetic aperture radar (DSInSAR) technique, a fast and accurate distributed scatterer extraction (FADSE), as an improved distributed scatterers extraction algorithm, is proposed and demonstrated in this paper. The emphasis of FADSE is on the improvement of accuracy of extracted DSs and detection efficiency as well. For the purpose, nonparametric estimation and parametric estimation methods are combined into FADSE to fast identify as many accurate statistically homogeneous pixels (SHP) as possible. Then the thresholds of homogeneous pixel number and coherence coefficient are adjusted to select DSs from SHPs. The validation of FADSE was performed in the case of loess subsidence detection in Tongren county, Qinghai Province of China, using 20 Sentinel-1A SAR images acquired between February 2016 and June 2017. Moreover, FADSE was compared with the Kolmogorov-Smirnov algorithm and Fast Statistically Homogeneous Pixel Selection method. Results show that FADSE is capable of efficiently extracting more DSs that are accurate and the detailed subsidence of tattered ground surface can be accurately detected.
引用
收藏
页数:11
相关论文
共 33 条
[1]   Stress control of deep rift intrusion at Mauna Loa volcano, Hawaii [J].
Amelung, Falk ;
Yun, Sang-Ho ;
Walter, Thomas R. ;
Segall, Paul ;
Kim, Sang-Wan .
SCIENCE, 2007, 316 (5827) :1026-1030
[2]   A new algorithm for surface deformation monitoring based on small baseline differential SAR interferograms [J].
Berardino, P ;
Fornaro, G ;
Lanari, R ;
Sansosti, E .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2002, 40 (11) :2375-2383
[3]   Permanent scatterers in SAR interferometry [J].
Ferretti, A ;
Prati, C ;
Rocca, F .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2001, 39 (01) :8-20
[4]   Nonlinear subsidence rate estimation using permanent scatterers in differential SAR interferometry [J].
Ferretti, A ;
Prati, C ;
Rocca, F .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2000, 38 (05) :2202-2212
[5]   A New Algorithm for Processing Interferometric Data-Stacks: SqueeSAR [J].
Ferretti, Alessandro ;
Fumagalli, Alfio ;
Novali, Fabrizio ;
Prati, Claudio ;
Rocca, Fabio ;
Rucci, Alessio .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2011, 49 (09) :3460-3470
[6]   Ndvi: Vegetation change detection using remote sensing and gis - A case study of Vellore District [J].
Gandhi, Meera G. ;
Parthiban, S. ;
Thummalu, Nagaraj ;
Christy, A. .
3RD INTERNATIONAL CONFERENCE ON RECENT TRENDS IN COMPUTING 2015 (ICRTC-2015), 2015, 57 :1199-1210
[7]   An advanced algorithm for deformation estimation in non-urban areas [J].
Goel, Kanika ;
Adam, Nico .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2012, 73 :100-110
[8]   Toward Operational Compensation of Ionospheric Effects in SAR Interferograms: The Split-Spectrum Method [J].
Gomba, Giorgio ;
Parizzi, Alessandro ;
De Zan, Francesco ;
Eineder, Michael ;
Bamler, Richard .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2016, 54 (03) :1446-1461
[9]   On the Exploitation of Target Statistics for SAR Interferometry Applications [J].
Guarnieri, Andrea Monti ;
Tebaldini, Stefano .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2008, 46 (11) :3436-3443
[10]   A new method for measuring deformation on volcanoes and other natural terrains using InSAR persistent scatterers [J].
Hooper, A ;
Zebker, H ;
Segall, P ;
Kampes, B .
GEOPHYSICAL RESEARCH LETTERS, 2004, 31 (23) :1-5