- 1.
Anantrasirichai N, Biggs J, Kelevitz K, Sadeghi Z, Wright T, Thompson J, Achim A M and Bull D. 2021. Detecting ground deformation in the built environment using sparse satellite InSAR data with a convolutional neural network. IEEE Transactions on Geoscience and Remote Sensing, 59(4): 2940-2950
- 2.
Berardino P, Fornaro G, Lanari R and Sansosti E. 2002. A new algorithm for surface deformation monitoring based on small baseline differential SAR interferograms. IEEE Transactions on Geoscience and Remote Sensing, 40(11): 2375-2383
- 3.
Castellazzi P, Arroyo-Domínguez N, Martel R, Calderhead A I, Normand J C L, Gárfias J and Rivera A. 2016. Land subsidence in major cities of Central Mexico: interpreting InSAR-derived land subsidence mapping with hydrogeological data. International Journal of Applied Earth Observation and Geoinformation, 47: 102-111
- 4.
Chai L, Xie X Y, Wang C, Tang G J and Song Z. 2024. Ground subsidence risk assessment method using PS-InSAR and LightGBM: a case study of Shanghai metro network. International Journal of Digital Earth, 17(1): 2297842
- 5.
Chang L, Dollevoet R P B J and Hanssen R F. 2017. Nationwide railway monitoring using satellite SAR interferometry. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 10(2): 596-604
- 6.
Cigna F and Tapete D. 2021. Present-day land subsidence rates, surface faulting hazard and risk in Mexico City with 2014-2020 Sentinel-1 IW InSAR. Remote Sensing of Environment, 253: 112161
- 7.
Crosetto M, Monserrat O, Cuevas-González M, Devanthéry N and Crippa B. 2016. Persistent scatterer interferometry: a review. ISPRS Journal of Photogrammetry and Remote Sensing, 115: 78-89
- 8.
Dong J, Guo S K, Wang N, Zhang L, Ge D Q, Liao M S and Gong J Y. 2023. Tri-decadal evolution of land subsidence in the Beijing Plain revealed by multi-epoch satellite InSAR observations. Remote Sensing of Environment, 286: 113446
- 9.
Duan H X, Liu Y Z, Zhang H, Ma P F, Shi Z Q, Guo Z H, Tang Y X, Wu F and Wang C. 2025. Large-area urban TomoSAR method with limited a priori knowledge and a complex deep learning model. International Journal of Applied Earth Observation and Geoinformation, 139: 104521
- 10.
Elliott J R, Fang J, Lazecky M, Maghsoudi Y, Ou Q, Payne J, Rollins C, Wang D H, Hooper A and Wright T J. 2026. Deformation, strains and velocities for the Alpine Himalayan Belt from trans-continental Sentinel-1 InSAR & GNSS. Remote Sensing of Environment, 338: 115320
- 11.
Fan J H, Guo H D, Guo X F, Liu G, Ge D Q and Liu S W. 2008. Monitoring subsidence in Tianjin area using interferogram stacking based on coherent targets. Journal of Remote Sensing (in Chinese), 12(1): 111-118
- 12.
Ferretti A, Fumagalli A, Novali F, Prati C, Rocca F and Rucci A. 2011. A new algorithm for processing interferometric data-stacks: SqueeSAR. IEEE Transactions on Geoscience and Remote Sensing, 49(9): 3460-3470
- 13.
Ferretti A, Prati C and Rocca F. 2000. Nonlinear subsidence rate estimation using permanent scatterers in differential SAR interferometry. IEEE Transactions on Geoscience and Remote Sensing, 38(5): 2202-2212
- 14.
Ferretti A, Prati C and Rocca F. 2001. Permanent scatterers in SAR interferometry. IEEE Transactions on Geoscience and Remote Sensing, 39(1): 8-20
- 15.
Gabriel A K, Goldstein R M and Zebker H A. 1989. Mapping small elevation changes over large areas: differential radar interferometry. Journal of Geophysical Research: Solid Earth, 94(B7): 9183-9191
- 16.
Gong S L. 2002. The microscopic characteristics of Shanghai soft clay and its effect on soil mass deformation and land subsidence. Journal of Engineering Geology, 10(4): 378-384
- 17.
Gong Z Q, Liao M S, Dong J, Lan Q Y, Wang R and Lai S J. 2025. Wide-area coastal deformation extraction using multi-path/frame InSAR: a case study of the Bohai Rim. Remote Sensing of Environment, 330: 114988
- 18.
Han Y K, Zou J G, Lu Z, Qu F F, Kang Y and Li J W. 2020. Ground deformation of Wuhan, China, revealed by multi-temporal InSAR analysis. Remote Sensing, 12(22): 3788
- 19.
Harintaka H, Suhadha A G, Syetiawan A, Ardha M and Rarasati A. 2024. Current land subsidence in Jakarta: a multi-track SBAS InSAR analysis during 2017-2022 using C-band SAR data. Geocarto International, 39(1): 2364726
- 20.
Hooper A. 2008. A multi-temporal InSAR method incorporating both persistent scatterer and small baseline approaches. Geophysical Research Letters, 35(16): L16302
- 21.
Jiang Y N, Liao M S, Wang H M, Zhang L and Balz T. 2016. Deformation monitoring and analysis of the geological environment of pudong international airport with persistent scatterer SAR interferometry. Remote Sensing, 8(12): 1021
- 22.
Jiang Y N, Yang M S, Liao M S, Wang H M. 2013. Deformation monitoring of the Shanghai Maglev system based on the time-series analysis of InSAR data. Shanghai Land & Resources, 34(4): 17-20
- 23.
Lai S J, Lin J X, Dong J, Wu J Z, Huang X L and Liao M S. 2024. Investigating overlapping deformation patterns of the Beijing Plain by independent component analysis of InSAR observations. International Journal of Applied Earth Observation and Geoinformation, 135: 104279
- 24.
Li D R, Liao M S and Wang Y. 2004. Progress of permanent scatterer interferometry. Geomatics and Information Science of Wuhan University, 29(8): 664-668
- 25.
Li D R, Liao M S, Wang Y, Lu L J, Fang Z, Wei Z X, Wang H M, Yang L J, Liu Y, Rocca F and Ferretti A. 2005. Validation of the result from permanent scatterer InSAR in Shanghai//Proceedings of the 2005 Dragon Symposium “Mid-Term Results”. Santorini. ESA SP-611.
- 26.
Li G Y, Zhang R, Liu G X, Yu B, Zhang B, Dai K R, Bao J W and Wei B W. 2018. Land subsidence detection and analysis over Beijing-Tianjin-Hebei area based on Sentinel-1A TS-DInSAR. Journal of Remote Sensing (in Chinese), 22(4): 633-646
- 27.
Liao M S, Pei Y Y, Wang H M, Fang Z L, Wei L H. 2012. Subsidence monitoring in Shanghai using the PSInSAR technique. Shanghai Land & Resources, 33(3): 5-10
- 28.
Liao M S, Wang Y, Lu L J, Li D R, Fang Z and Wei Z X. 2006. Result evaluation of coherent target model product with long-term InSAR data set in Shanghai//Proceedings of the Fringe 2005 Workshop. Frascati. ESA SP-610.
- 29.
Liao M S, Wang R, Yang M S, Wang N, Qin X Q and Yang T L. 2020. Techniques and applications of spaceborne time-series InSAR in urban dynamic monitoring. Journal of Radars, 9(3): 409-424
- 30.
Liao M S, Wei L H, Wang Z Y, Balz T and Zhang L. 2015. Compressive sensing in high-resolution 3D SAR tomography of urban scenarios. Journal of Radars, 4(2): 123-129
- 31.
Lin C Q, Chen K J, Liang C R, Zhu H, Cui W F, Chai H S, Li M J, Xue C H, Zheng Z W and Qing Z. 2025. Subsidence detection in southwest Guangdong—Hong Kong—Macao Greater Bay Area using InSAR with GNSS corrected tropospheric delays. Advances in Space Research, 75(1): 190-204
- 32.
Lin H, Ma P F and Wang W X. 2017. Urban infrastructure health monitoring with spaceborne multi-temporal synthetic aperture radar interferometry. Acta Geodaetica et Cartographica Sinica, 46(10): 1421-1433
- 33.
Liu L M, Gong H L, Yu J, Li X J and Ke Y H. 2016. Stable pointwise target detection method and small baseline subset INSAR used in beijing subsidence monitoring. Journal of Remote Sensing (in Chinese), 20(4): 643-652
- 34.
Lu L J, Liao M S, Wang C C, Tian X, Li D R, Fang Z, Wang H M, Yang L J and Fang Z L. 2008. A new method of identification of stable pointwise target in small SAR dataset//Proceedings of the Dragon 1 Programme Final Results 2004-2007. Beijing. ESA SP-655.
- 35.
Luo J Y, Lopez-Sanchez J M and De Zan F. 2023. Analysis of the performance of polarimetric PSI over distributed scatterers with Sentinel-1 data. International Journal of Applied Earth Observation and Geoinformation, 125: 103581
- 36.
Luo X J. 2007. Theory of Differential SAR Interferometry Baded on Permanent Scatterers and Applications to Shanghai's Surface Subsidence Detection. Chengdu: Southwest Jiaotong University
- 37.
Ma P F and Lin H. 2016. Robust detection of single and double persistent scatterers in urban built environments. IEEE Transactions on Geoscience and Remote Sensing, 54(4): 2124-2139
- 38.
Ma P F, Lin H, Wang W X, Yu H W, Chen F L, Jiang L M, Zhou L F, Zhang Z J, Shi G Q and Wang J L. 2022. Toward Fine Surveillance: a review of multitemporal interferometric synthetic aperture radar for infrastructure health monitoring. IEEE Geoscience and Remote Sensing Magazine, 10(1): 207-230
- 39.
Massonnet D, Rossi M, Carmona C, Adragna F, Peltzer G, Feigl K and Rabaute T. 1993. The displacement field of the landers earthquake mapped by radar interferometry. Nature, 364(6433): 138-142
- 40.
Ng A H M, Ge L L, Li X J, Abidin H Z, Andreas H and Zhang K. 2012. Mapping land subsidence in Jakarta, Indonesia using persistent scatterer interferometry (PSI) technique with ALOS PALSAR. International Journal of Applied Earth Observation and Geoinformation, 18: 232-242
- 41.
Ng A H M, Liu Z Y, Du Z Y, Huang H W, Wang H and Ge L L. 2023. A novel framework for combining polarimetric Sentinel-1 InSAR time series in subsidence monitoring - a case study of Sydney. Remote Sensing of Environment, 295: 113694
- 42.
Osmanoğlu B, Dixon T H, Wdowinski S, Cabral-Cano E and Jiang Y. 2011. Mexico City subsidence observed with persistent scatterer InSAR. International Journal of Applied Earth Observation and Geoinformation, 13(1): 1-12
- 43.
Pei Y Y. 2012. Monitoring Deformation in Urban Area with Time Series InSAR Analysis. Wuhan: Wuhan University
- 44.
Perissin D, Prati C, Rocca F, Li D R, Liao M S. 2007. Multi-track PS analysis in Shanghai//Proceedings of the Envisat Symposium 2007. Montreux. ESA SP-636.
- 45.
Perissin D, Wang Z Y and Lin H. 2012. Shanghai subway tunnels and highways monitoring through Cosmo-SkyMed Persistent Scatterers. ISPRS Journal of Photogrammetry and Remote Sensing, 73: 58-67
- 46.
Qin X Q, Yang M S, Liao M S, Wang H M and Yang T L. 2017. Exploring temporal-spatial characteristics of shanghai road networks settlement with multi-temporal PSInSAR technique. Geomatics and Information Science of Wuhan University, 42(2): 170-177
- 47.
Qin X Q, Yang M S, Zhang L, Yang T L and Liao M S. 2017. Health diagnosis of major transportation infrastructures in Shanghai metropolis using high-resolution persistent scatterer interferometry. Sensors, 17(12): 2770
- 48.
Qin X Q, Zhang L, Yang M S, Luo H, Liao M S and Ding X L. 2018. Mapping surface deformation and thermal dilation of arch bridges by structure-driven multi-temporal DInSAR analysis. Remote Sensing of Environment, 216: 71-90
- 49.
Schneider R Z, Papathanassiou K P, Hajnsek I and Moreira A. 2006. Polarimetric and interferometric characterization of coherent scatterers in urban areas. IEEE Transactions on Geoscience and Remote Sensing, 44(4): 971-984
- 50.
Tang W, Zhao X J, Motagh M, Bi G, Li J, Chen M J, Chen H and Liao M S. 2022. Land subsidence and rebound in the Taiyuan basin, northern China, in the context of inter-basin water transfer and groundwater management. Remote Sensing of Environment, 269: 112792
- 51.
Wang B H, Zhao C Y, Zhang Q, Lu Z and Pepe A. 2021. Long-term continuously updated deformation time series from multisensor InSAR in Xi'an, China from 2007 to 2021. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 14: 7297-7309
- 52.
Wang M H, Gao S L, Qiu X L and Zhang Z. 2025. A novel phase error estimation method for TomoSAR imaging based on adaptive momentum optimizer and joint criterion. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 18: 2042-2051
- 53.
Wang R, Yang M S, Yang T L, Lin J X and Liao M S. 2022. Decomposing and mapping different scales of land subsidence over Shanghai with X- and C-Band SAR data stacks. International Journal of Digital Earth, 15(1): 478-502
- 54.
Wang R, Yang T L, Yang M S, Liao M S, Lin J X and Zhang L. 2018. Attribution analysis on deformation feature of the Shanghai elevated highway by persistent scatterer SAR interferometry. Geomatics and Information Science of Wuhan University, 43(12): 2050-2057
- 55.
Wang Y, Liao M S, Li D R, Wei Z X and Fang Z. 2007. Subsidence velocity retrieval from long-term coherent targets in radar interferometric stacks. Chinese Journal of Geophysics, 50(2): 598-604
- 56.
Wang Y D, Feng G C, Li Z W, Yang Z F, Wang B, Wang Y X, Du Y N, Wang Y M, He L J and Zhu J J. 2024. A multi-frame deformation velocity splicing method for wide-area InSAR measurement based on uncontrolled block adjustment: a case study of long-term deformation monitoring in Guangdong, China. Remote Sensing of Environment, 301: 113929
- 57.
Wu J C and Hu F M. 2017. Monitoring ground subsidence along the Shanghai Maglev zone using TerraSAR-X images. IEEE Geoscience and Remote Sensing Letters, 14(1): 117-121
- 58.
Wu Z R, Zhang X Y, Cai J N, Kwan M P, Lin H and Ma P F. 2023. Understanding spatially nonstationary effects of natural and human-induced factors on land subsidence based on multi-temporal InSAR and multi-source geospatial data: a case study in the Guangdong-Hong Kong-Macao Greater Bay Area. International Journal of Digital Earth, 16(2): 4404-4427
- 59.
Xiong S T, Zeng Q M, Jiao J and Zhang X J. 2014. Research on connecting PS-InSAR results from adjacent tracks for land subsidence monitoring. Journal of Geo-information Science, 16(5): 797-805
- 60.
Yang M S, Liao M S, Chang L and Hanssen R F. 2023. Interpretation of multi-epoch InSAR deformation for urban scenes: a problem analysis and literature review. Geomatics and Information Science of Wuhan University, 48(10): 1643-1660
- 61.
Yang M S, Liao M S, Qin X Q and Shi X G. 2017. Analysis of capabilities of C-and L-band SAR data to detect newly-reclaimed area. Geomatics and Information Science of Wuhan University, 42(9): 1300-1305
- 62.
Yang M S, Wang R, Li M H and Liao M S. 2022. A PSI targets characterization approach to interpreting surface displacement signals: a case study of the Shanghai metro tunnels. Remote Sensing of Environment, 280: 113150
- 63.
Yang M S, Yang T L, Zhang L, Lin J X, Qin X Q and Liao M S. 2018. Spatio-temporal characterization of a reclamation settlement in the Shanghai coastal area with time series analyses of X-, C-, and L-Band SAR datasets. Remote Sensing, 10(2): 329
- 64.
Yang S P, Gao H, Li Y, Guo Y Q, Fan L M and Liao M S. 2025. Sentinel-1-Based analysis of the 2024 Tuanzhouyuan dike breach disaster in Dongting lake and regional risk assessment. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 18: 17449-17459
- 65.
Zhang A G, Luo D Y, Shen X G, Lü L A, Chen H W, Wei Z X, Yan X X, Fang Z and Shi Y Q. 2002. Shanghai Geological Environmental Atlas. Beijing: Geology Press
- 66.
Zhang L X, Zhao F, Wang Y J, Mallorqui J J, Wang T, Zhang Y X, Hu Z B, Du S and Fernández J. 2025. Adaptive polarimetric optimization for ground deformation monitoring using multi-temporal InSAR with dual-polarization sentinel-1. International Journal of Digital Earth, 18(1): 2447335
- 67.
Zhang Y H, Wu H, Kang Y H and Zhu C G. 2016. Ground subsidence in the Beijing-Tianjin-Hebei Region from 1992 to 2014 revealed by multiple SAR stacks. Remote Sensing, 8(8): 675
- 68.
Zhao F and Mallorqui J J. 2019. SMF-POLOPT: an adaptive multitemporal Pol(DIn)SAR filtering and phase optimization algorithm for PSI applications. IEEE Transactions on Geoscience and Remote Sensing, 57(9): 7135-7147
- 69.
Zhao F, Wang T, Zhang L X, Feng H, Yan S Y, Fan H D, Xu D B and Wang Y J. 2022. Polarimetric persistent scatterer interferometry for ground deformation monitoring with VV-VH Sentinel-1 data. Remote Sensing, 14(2): 309
- 70.
Zhao F, Zhang L X, Wang T, Zhang Y X, Yan S Y and Wang Y J. 2023b. An efficient polarimetric persistent scatterer interferometry algorithm for Dual-Pol Sentinel-1 data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 16: 3336-3352
- 71.
Zhao F M, Gong W P, Tang H M, Pudasaini S P, Ren T H and Cheng Z. 2023a. An integrated approach for risk assessment of land subsidence in Xi’an, China using optical and radar satellite images. Engineering Geology, 314: 106983
- 72.
Zhao Q, Ma G Y, Wang Q, Yang T L, Liu M, Gao W, Falabella F, Mastro P and Pepe A. 2019. Generation of long-term InSAR ground displacement time-series through a novel multi-sensor data merging technique: the case study of the Shanghai coastal area. ISPRS Journal of Photogrammetry and Remote Sensing, 154: 10-27
- 73.
Zhao X, Dong J, Yu Y H, Liao M S, Zhang L and Gong J Y. 2025. A review of SAR tomography. Geo-Spatial Information Science, 28(5): 2019-2062
- 74.
Zhou L, Guo J M, Hu J Y, Li J W, Xu Y F, Pan Y J and Shi M. 2017. Wuhan surface subsidence analysis in 2015-2016 based on Sentinel-1A data by SBAS-InSAR. Remote Sensing, 9(10): 982
- 75.
Zhu X X and Bamler R. 2010. Very high resolution spaceborne SAR tomography in urban environment. IEEE Transactions on Geoscience and Remote Sensing, 48(12): 4296-4308
- 76.
Zhu X X and Bamler R. 2012. Demonstration of super-resolution for tomographic SAR imaging in urban environment. IEEE Transactions on Geoscience and Remote Sensing, 50(8): 3150-3157
- 77.
Zuo S C, Liao M S, Dong J, Wang R, Guo S K, Lin F K, Wang N and Zhang D X. 2025. Risk assessment of building and infrastructure using InSAR-derived deformation gradients and pattern variations in the Beijing plain, China. International Journal of Digital Earth, 18(1): 2528629