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Hydropower Research","award":["2022KQNCX143"],"award-info":[{"award-number":["2022KQNCX143"]}]},{"name":"Yinshan-beilu Grassland Eco-hydrology National Observation and Research Station, China Institute of Water Resources and Hydropower Research","award":["YSS2022004"],"award-info":[{"award-number":["YSS2022004"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Landslide geological disasters, occurring globally, often result in significant loss of life and extensive economic damage. In recent years, the severity of these disasters has increased, likely due to the frequent occurrence of extreme rainstorms associated with global warming. This escalating trend emphasizes the urgent need for a simple and efficient method to identify hidden dangers related to landslide geological disasters. Areas experiencing seasonal heavy rainfall are particularly susceptible to such disasters, posing a serious threat to the lives and property of local residents. In response to the challenging characteristics of landslide geological hazards, such as their strong concealment and the high vegetation coverage in the Liupan Mountain area of the Loess Plateau, this study focuses on the integrated remote sensing identification and research of hidden landslide dangers in Longde County. The methodology combines differential interferometric synthetic aperture radar technology (D-InSAR) and high-resolution optical remote sensing. Surface deformation information of Longde County was obtained by analyzing 85 Sentinel-1A data from 2019 to mid-2020 using Stacking-InSAR, in conjunction with high-resolution optical remote sensing image data from GF-2 in 2019. Furthermore, the study conducted integrated remote sensing identification and field verification of landslide hazards throughout the entire county. This involved interpreting the shape and deformation marks of landslide hazards, identifying the disaster-bearing bodies, and expertly interpreting the environmental factors contributing to the hazards. As a result, 47 suspected landslide hazards and 21 field investigation points were identified, with 16 hazards verified with an accuracy of 76.19%. This outcome directly confirms the applicability and accuracy of the integrated remote sensing identification technology in the study area. The research results presented in this paper provide an effective scientific and theoretical basis for the monitoring and treatment of landslide geological disasters in the future stages. They also play a pivotal role in the prevention of such disasters.<\/jats:p>","DOI":"10.3390\/rs16020345","type":"journal-article","created":{"date-parts":[[2024,1,15]],"date-time":"2024-01-15T11:15:01Z","timestamp":1705317301000},"page":"345","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":42,"title":["Risk Assessment of Geological Landslide Hazards Using D-InSAR and Remote Sensing"],"prefix":"10.3390","volume":"16","author":[{"given":"Jiaxin","family":"Zhong","sequence":"first","affiliation":[{"name":"College of Geological Engineering and Geomatics, Chang\u2019an University, Xi\u2019an 710054, China"},{"name":"Ningxia Institute of Survey and Monitoring of Land and Resources, Yinchuan 750002, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Qiaomin","family":"Li","sequence":"additional","affiliation":[{"name":"Remote Sensing Investigation Institute of Ningxia Hui Autonomous Region, Yinchuan 750021, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jia","family":"Zhang","sequence":"additional","affiliation":[{"name":"Ningxia Institute of Survey and Monitoring of Land and Resources, Yinchuan 750002, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8277-2930","authenticated-orcid":false,"given":"Pingping","family":"Luo","sequence":"additional","affiliation":[{"name":"School of Water and Environment, Chang\u2019an University, Xi\u2019an 710054, China"},{"name":"Xi\u2019an Monitoring, Modelling and Early Warning of Watershed Spatial Hydrology International Science and Technology Cooperation Base, Chang\u2019an University, Xi\u2019an 710054, China"},{"name":"Key Laboratory of Subsurface Hydrology and Ecological Effects in Arid Region, Ministry of Education, Chang\u2019an University, Xi\u2019an 710054, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1097-2722","authenticated-orcid":false,"given":"Wei","family":"Zhu","sequence":"additional","affiliation":[{"name":"School of Water and Environment, Chang\u2019an University, Xi\u2019an 710054, China"},{"name":"Xi\u2019an Monitoring, Modelling and Early Warning of Watershed Spatial Hydrology International Science and Technology Cooperation Base, Chang\u2019an University, Xi\u2019an 710054, China"},{"name":"Key Laboratory of Subsurface Hydrology and Ecological Effects in Arid Region, Ministry of Education, Chang\u2019an University, Xi\u2019an 710054, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2024,1,15]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/S0013-7952(98)00038-6","article-title":"Rain-induced slope instability in Hong Kong","volume":"51","author":"Au","year":"1998","journal-title":"Eng. Geol."},{"key":"ref_2","doi-asserted-by":"crossref","unstructured":"Schuster, R.L., and Lynn, M.H. (2001). Socioeconomic Impacts of Landslides in the Western Hemisphere, United States Geological Survey.","DOI":"10.3133\/ofr01276"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"1115","DOI":"10.1007\/s000240050020","article-title":"Recent landslides in Western Hokkaido, Japan","volume":"157","author":"Yamagishi","year":"2000","journal-title":"Pure Appl. Geophys."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"295","DOI":"10.1016\/S0013-7952(02)00105-9","article-title":"Assessing debris-flow hazard in a watershed in Taiwan","volume":"66","author":"Lin","year":"2002","journal-title":"Eng. Geol."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"351","DOI":"10.1016\/S0013-7952(01)00096-5","article-title":"Landslide hazards and mitigation measures at Gangtok, Sikkim Himalaya","volume":"64","author":"Bhasin","year":"2002","journal-title":"Eng. Geol."},{"key":"ref_6","first-page":"957","article-title":"Integrated Space-Air-Ground Early Detection, Monitoring and Warning System for Portential Catastrophic Geohazards","volume":"44","author":"Xu","year":"2019","journal-title":"Geomat. Inf. Sci. Wuhan Univ."},{"key":"ref_7","first-page":"1651","article-title":"Understanding and Consideration of Related Issues in Early Identification of Potential Geohazards","volume":"45","author":"Xu","year":"2020","journal-title":"Geomat. Inf. Sci. Wuhan Univ."},{"key":"ref_8","first-page":"53","article-title":"Application of Remote Sensing in Early Recognition and Monitoring and Early Warning of Geological Hazards","volume":"06","author":"Ge","year":"2018","journal-title":"City Disater Reduct."},{"key":"ref_9","first-page":"949","article-title":"Early Identification of Serious Geological Hazards with Integrated Remote Sensing Technologies: Thoughts and Recommendations","volume":"44","author":"Ge","year":"2019","journal-title":"Geomat. Inf. Sci. Wuhan Univ."},{"key":"ref_10","first-page":"10","article-title":"Thoughts of Early Identification of Serious Geological Hazards with Integrated Remote Sensing Technologies","volume":"01","author":"Ge","year":"2019","journal-title":"China Emerg. Rescue"},{"key":"ref_11","first-page":"8","article-title":"Application of GIS-based Analytic Hierarchy Process in Geological Hazards Assessment in Ningxia Region","volume":"19","author":"Gao","year":"2017","journal-title":"J. Inst. Disaster Prev."},{"key":"ref_12","unstructured":"Wang, C., Meng, F., and Li, T. (2013). Regional Geology of the Ningxia Hui Autonomous Region, Geology Survey Institute of Ningxia. (In Chinese)."},{"key":"ref_13","first-page":"1771","article-title":"Remote Sensing Interpretation Method of Geological Hazards in Lush Mountainous Area","volume":"45","author":"Wang","year":"2020","journal-title":"Geomat. Inf. Sci. Wuhan Univ."},{"key":"ref_14","first-page":"31","article-title":"Application of GF-2 Satellite to Geological Hazard Interpretation in Loess Plateau","volume":"40","author":"Zhang","year":"2017","journal-title":"Geomat. Spat. Inf. Technol."},{"key":"ref_15","first-page":"509","article-title":"Earthquake-induced landslide recognition using high-resolution remote sensing images","volume":"21","author":"Peng","year":"2017","journal-title":"J. Remote Sens."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"1545","DOI":"10.1007\/s10346-016-0689-3","article-title":"Fatal landslides in Europe","volume":"13","author":"Haque","year":"2016","journal-title":"Landslides"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"14137","DOI":"10.1038\/s41598-019-50792-y","article-title":"Perspectives on the prediction of catastrophic slope failures from satellite InSAR","volume":"9","author":"Intrieri","year":"2019","journal-title":"Sci. Rep."},{"key":"ref_18","first-page":"42","article-title":"Development Characteristics and Formation Conditions of Geological Hazards in Longde County of Ningxia","volume":"13","author":"Kai","year":"2015","journal-title":"J. Water Resour. Archit. Eng."},{"key":"ref_19","unstructured":"Zebker, H.A., and Rosen, P.A. (1996). Atmospheric Artifacts in Interferometric SAR Surface Deformation and Topographic Maps, Department of Electrical Engineering and Geophysics, University of Stanford."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"8","DOI":"10.1109\/36.898661","article-title":"Permanent Scatterers in SAR Interferometry","volume":"39","author":"Ferretti","year":"2001","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"1685","DOI":"10.1109\/TGRS.2003.813278","article-title":"Sar monitoring of progressive and seasonal ground deformation using the permanent scatterers technique","volume":"41","author":"Colesanti","year":"2003","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"2202","DOI":"10.1109\/36.868878","article-title":"Nonlinear subsidence rate estimation using permanent scatterers in differential SAR interferometry","volume":"38","author":"Ferretti","year":"2000","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"1377","DOI":"10.1109\/TGRS.2004.828196","article-title":"A Small-Baseline Approach for Investigating Deformations on Full-Resolution Differential SAR Interferograms","volume":"42","author":"Lanari","year":"2004","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_24","unstructured":"Werner, C., Wegmuller, U., Strozzi, T., and Wiesmann, A. (2003, January 21\u201325). Interferometric Point Target Analysis for Deformation Mapping. Proceedings of the IGARSS 2003: 2003 IEEE International Geoscience and Remote Sensing Symposium, Toulouse, France. Proceedings (IEEE Cat. No.03CH37477)."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"3460","DOI":"10.1109\/TGRS.2011.2124465","article-title":"A New Algorithm for Processing Interferometric Data-Stacks: SqueeSAR","volume":"49","author":"Ferretti","year":"2011","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_26","first-page":"967","article-title":"Application of Satellite Remote Sensing to Landslide Detection and Mornitoring: Challenges and Solutions","volume":"44","author":"Li","year":"2019","journal-title":"Geomat. Inf. Sci. Wuhan Univ."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1016\/S0040-1951(96)00047-9","article-title":"Observation and modelling of the Saint-ktienne-de-Tin&e landslide using SAR interferometry","volume":"265","author":"Fruneau","year":"1996","journal-title":"Ectonophysics"},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"468","DOI":"10.1016\/j.rse.2003.09.005","article-title":"Monitoring of slow ground deformation by ERS radar interferometry on the Vauvert salt mine (France)","volume":"88","author":"Raucoules","year":"2003","journal-title":"Remote Sens. Environ."},{"key":"ref_29","first-page":"185","article-title":"Research on Wenchuan Earthquake-induced Landslides Rapid Recognition from ZY-3 Imagery","volume":"33","author":"Ling","year":"2018","journal-title":"Remote Sens. Technol. Appl."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/j.enggeo.2010.01.003","article-title":"Advanced low- and full-resolution DInSAR map generation for slow-moving landslide analysis at different scales","volume":"112","author":"Cascini","year":"2010","journal-title":"Eng. Geol."},{"key":"ref_31","unstructured":"Strozzi, T., Wegmuller, U., Werner, C., and Wiesmann, A. (2000, January 24\u201328). Measurement of slow uniform surface displacement with mm\/year accuracy. Proceedings of the IGARSS 2000: IEEE 2000 International Geoscience and Remote Sensing Symposium, Honolulu, HI, USA."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"167477","DOI":"10.1016\/j.scitotenv.2023.167477","article-title":"Historical and comparative overview of sponge campus construction and future challenges","volume":"907","author":"Luo","year":"2024","journal-title":"Sci. Total Environ."},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Xie, D., Duan, L., Si, G., Liu, W., Zhang, T., and Mulder, J. (2021). Long-Term 15N Balance After Single-Dose Input of 15N-Labeled NH4+ and NO3\u2212 in a Subtropical Forest Under Reducing N Deposition. Glob. Biogeochem. Cycles, 35.","DOI":"10.1029\/2021GB006959"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"106033","DOI":"10.1016\/j.enggeo.2021.106033","article-title":"Integration of Sentinel-1 and ALOS\/PALSAR-2 SAR datasets for mapping active landslides along the Jinsha River corridor, China","volume":"284","author":"Liu","year":"2021","journal-title":"Eng. Geol."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"653","DOI":"10.2113\/JEEG24.4.653","article-title":"The Development and Applications of the Helicopter-borne Transient Electromagnetic System CAS-HTEM","volume":"24","author":"Wu","year":"2019","journal-title":"J. Environ. Eng. Geophys."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1017\/jog.2018.99","article-title":"Glacier bed surveying with helicopter-borne dual-polarization ground-penetrating radar","volume":"65","author":"Langhammer","year":"2018","journal-title":"J. Glaciol."},{"key":"ref_37","doi-asserted-by":"crossref","unstructured":"Luo, P., Wang, X., Zhang, L., Mohd Arif Zainol, M.R.R., Duan, W., Hu, M., Guo, B., Zhang, Y., Wang, Y., and Nover, D. (2023). Future Land Use and Flood Risk Assessment in the Guanzhong Plain, China: Scenario Analysis and the Impact of Climate Change. Remote Sens., 15.","DOI":"10.3390\/rs15245778"},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Zhu, W., Wang, S., Luo, P., Zha, X., Cao, Z., Lyu, J., Zhou, M., He, B., and Nover, D. (2022). A Quantitative Analysis of the Influence of Temperature Change on the Extreme Precipitation. Atmosphere, 13.","DOI":"10.3390\/atmos13040612"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"637","DOI":"10.3389\/feart.2020.528632","article-title":"Hydrological Analysis of Loess Plateau Highland Control Schemes in Dongzhi Plateau","volume":"8","author":"Huo","year":"2020","journal-title":"Front. Earth Sci."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s41612-022-00255-5","article-title":"Changes in temporal inequality of precipitation extremes over China due to anthropogenic forcings","volume":"5","author":"Duan","year":"2022","journal-title":"NPJ Clim. Atmos. Sci."},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Duan, W., Maskey, S., Chaffe, P.L., Luo, P., He, B., Wu, Y., and Hou, J. (2021). Recent advancement in remote sensing technology for hydrology analysis and water resources management. Remote Sens., 13.","DOI":"10.3390\/rs13061097"},{"key":"ref_42","doi-asserted-by":"crossref","unstructured":"Cao, Z., Zhu, W., Luo, P., Wang, S., Tang, Z., Zhang, Y., and Guo, B. (2022). Spatially Non-Stationary Relationships between Changing Environment and Water Yield Services in Watersheds of China\u2019s Climate Transition Zones. Remote Sens., 14.","DOI":"10.3390\/rs14205078"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"134043","DOI":"10.1016\/j.jclepro.2022.134043","article-title":"Overview assessment of risk evaluation and treatment technologies for heavy metal pollution of water and soil","volume":"379","author":"Wang","year":"2022","journal-title":"J. Clean. Prod."},{"key":"ref_44","doi-asserted-by":"crossref","unstructured":"Ali, R., Alban, K., and Ozgur, K. (2020). Human\u2013environment natural disasters interconnection in China: A review. Climate, 8.","DOI":"10.3390\/cli8040048"},{"key":"ref_45","doi-asserted-by":"crossref","unstructured":"Han, W., Liang, C., Jiang, B., Ma, W., and Zhang, Y. (2016). Major Natural Disasters in China, 1985\u20132014: Occurrence and Damages. Int. J. Environ. Res. Public Health, 13.","DOI":"10.3390\/ijerph13111118"},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Liu, Y., Yang, H., Wang, S., Xu, L., and Peng, J. (2022). Monitoring and Stability Analysis of the Deformation in the Woda Landslide Area in Tibet, China by the DS-InSAR Method. Remote Sens., 14.","DOI":"10.3390\/rs14030532"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"1299","DOI":"10.1007\/s10346-018-0954-8","article-title":"Investigating slow-moving landslides in the Zhouqu region of China using InSAR time series","volume":"15","author":"Zhang","year":"2018","journal-title":"Landslides"},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"297","DOI":"10.1016\/j.rse.2016.12.024","article-title":"Visualizing and interpreting surface displacement patterns on unstable slopes using multi-geometry satellite SAR interferometry (2D InSAR)","volume":"191","author":"Eriksen","year":"2017","journal-title":"Remote Sens. Environ."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"614","DOI":"10.11834\/jrs.20209297","article-title":"Application of InSAR technology in landslide hazard: Progress and prospects","volume":"25","author":"Li","year":"2021","journal-title":"Natl. Remote Sens. Bull"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1007\/s10346-022-01961-0","article-title":"Surface multi-hazard effect of underground coal mining","volume":"20","author":"Ma","year":"2022","journal-title":"Landslides"},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Liu, Z., Qiu, H., Zhu, Y., Liu, Y., Yang, D., Ma, S., Zhang, J., Wang, Y., Wang, L., and Tang, B. (2022). Efficient Identification and Monitoring of Landslides by Time-Series InSAR Combining Single- and Multi-Look Phases. Remote Sens., 14.","DOI":"10.3390\/rs14041026"},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Wang, L., Qiu, H., Zhou, W., Zhu, Y., Liu, Z., Ma, S., Yang, D., and Tang, B. (2022). The post-failure spatiotemporal deformation of certain translational landslides may follow the pre-failure pattern. 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