Revealing the time lag between slope stability and reservoir water fluctuation from InSAR observations and wavelet tools— a case study in Maoergai Reservoir (China)

References

• Baidu, W. 2022. “Maoergai Hydropower Station Reservoir Scheduling Regulations.” https://wenku.baidu.com/view/6c4842a4571252d380eb6294dd88d0d232d43c21.html (in Chinese).
   Google Scholar
• Chaussard, E., and T. G. Farr. 2019. “A New Method for Isolating Elastic from Inelastic Deformation in Aquifer Systems: Application to the San Joaquin Valley, CA.” Geophysical Research Letters 46 (19): 10800–18. doi:10.1029/2019GL084418.
   Web of Science ®Google Scholar
• Cohen‐waeber, J., R. Bürgmann, E. Chaussard, C. Giannico, and A. Ferretti. 2018. “Spatiotemporal Patterns of Precipitation‐modulated Landslide Deformation from Independent Component Analysis of InSar Time Series.” Geophysical Research Letters 45 (4): 1878–1887. doi:10.1002/2017GL075950.
   Web of Science ®Google Scholar
• Costantini, M. 1998. “A Novel Phase Unwrapping Method Based on Network Programming.” IEEE Transactions on Geoscience and Remote Sensing 36 (3): 813–821. doi:10.1109/36.673674.
   Web of Science ®Google Scholar
• Dai, K., J. Deng, Q. Xu, Z. Li, X. Shi, C. Hancock, N. Wen, L. Zhang, and G. Zhuo. 2022. “Interpretation and Sensitivity Analysis of the InSar Line of Sight Displacements in Landslide Measurements.” GIScience & Remote Sensing 59 (1): 1226–1242. doi:10.1080/15481603.2022.2100054.
   Web of Science ®Google Scholar
• Dai, K., Z. Li, Q. Xu, R. Bürgmann, D. G. Milledge, R. Tomas, X. Fan, et al. 2020. “Entering the Era of Earth Observation-Based Landslide Warning Systems: A Novel and Exciting Framework.” IEEE Geoscience and Remote Sensing Magazine 8 (1): 136–153. doi:10.1109/MGRS.2019.2954395.
   Web of Science ®Google Scholar
• Dai, Z., Y. Wei, T. Lv, J. Luo, and W. Yao. 2016. “Deformation Influence Factors of a Landslide in Three Gorges Reservoir Area Based on Grey Correlation Analysis.” The Chinese Journal of Geological Hazard and Control 1: 32–37.
   Google Scholar
• Dini, B., A. Manconi, S. Loew, and J. Chophel. 2020. “The Punatsangchhu-I Dam Landslide Illuminated by InSar Multitemporal Analyses.” Scientific reports 10 (1): 1–10. doi:10.1038/s41598-020-65192-w.
   PubMed Web of Science ®Google Scholar
• Dong, A., and L. Xie. 2016. “A Sensitivity Study on Influencing Factors of Reservoir Landslide Triggers in Three Gorges Reservoir Region—based on Grey Relation Method.” Electronic Journal of Geotechnical Engineering 21.
   Google Scholar
• Dong, J., L. Zhang, M. Liao, and J. Gong. 2019. “Improved Correction of Seasonal Tropospheric Delay in InSar Observations for Landslide Deformation Monitoring.” Remote Sensing of Environment 233: 111370. doi:10.1016/j.rse.2019.111370.
   Web of Science ®Google Scholar
• Dun, J., W. Feng, X. Yi, G. Zhang, and M. Wu. 2021. “Detection and Mapping of Active Landslides Before Impoundment in the Baihetan Reservoir Area (China) Based on the Time-Series InSar Method.” Remote Sensing 13 (16): 3213. doi:10.3390/rs13163213.
   Web of Science ®Google Scholar
• Feng, Z., B. Li, C. Zhao, L. Wang, and L. Wang. 2016. “Geological Hazards Monitoring and Application in Mountainous Town of Three Gorges Reservoir.” Journal of Geomechanics 22 (3): 685–694.
   Google Scholar
• Grinsted, A., J. C. Moore, and S. Jevrejeva. 2004. “Application of the Cross Wavelet Transform and Wavelet Coherence to Geophysical Time Series.” Nonlinear Processes in Geophysics 11 (5/6): 561–566. doi:10.5194/npg-11-561-2004.
   Web of Science ®Google Scholar
• Guo, J., M. Xu, and Y. Zhao. 2015. “Study on Reactivation and Deformation Process of XierGuazi Ancient-Landslide in Heishui Reservoir of Southwestern China.” Engineering Geology for Society and Territory-Volume 2: 1135–1141.
   Google Scholar
• Hao, J., T. Wu, X. Wu, G. Hu, D. Zou, X. Zhu, L. Zhao, R. Li, C. Xie, and J. Ni. 2019. “Investigation of a Small Landslide in the Qinghai-Tibet Plateau by InSar and Absolute Deformation Model.” Remote Sensing 11 (18): 2126. doi:10.3390/rs11182126.
   Web of Science ®Google Scholar
• Hu, X., T. Wang, T. C. Pierson, Z. Lu, J. Kim, and T. H. Cecere. 2016. “Detecting Seasonal Landslide Movement Within the Cascade Landslide Complex (Washington) Using Time-Series SAR Imagery.” Remote Sensing of Environment 187: 49–61. doi:10.1016/j.rse.2016.10.006.
   Web of Science ®Google Scholar
• Jiang, J., D. Ehret, W. Xiang, J. Rohn, L. Huang, S. Yan, and R. Bi. 2011. “Numerical Simulation of Qiaotou Landslide Deformation Caused by Drawdown of the Three Gorges Reservoir, China.” Environmental Earth Sciences 62 (2): 411–419. 10.1007/s12665-010-0536-0
   Web of Science ®Google Scholar
• Jian, W., Q. Xu, H. Yang, and F. Wang. 2014. “Mechanism and Failure Process of Qianjiangping Landslide in the Three Gorges Reservoir, China.” Environmental Earth Sciences 72 (8): 2999–3013. doi:10.1007/s12665-014-3205-x.
   Web of Science ®Google Scholar
• Kalia, A. C. 2022. “Landslide Activity Detection Based on Sentinel-1 PSI Datasets of the Ground Motion Service Germany—the Trittenheim Case Study.” Landslides 20 (1): 1–13. doi:10.1007/s10346-022-01958-9.
   Web of Science ®Google Scholar
• Kang, Y., C. Zhao, Q. Zhang, Z. Lu, and B. Li. 2017. “Application of InSar Techniques to an Analysis of the Guanling Landslide.” Remote Sensing 9 (10): 1046. doi:10.3390/rs9101046.
   Web of Science ®Google Scholar
• Liu, Y., J. Brown, J. Demargne, and D. -J. Seo. 2011. “A Wavelet-Based Approach to Assessing Timing Errors in Hydrologic Predictions.” Journal of Hydrology 397 (3–4): 210–224. doi:10.1016/j.jhydrol.2010.11.040.
   Web of Science ®Google Scholar
• Liu, P., Z. Li, T. Hoey, C. Kincal, J. Zhang, Q. Zeng, and J. -P. Muller. 2013. “Using Advanced InSar Time Series Techniques to Monitor Landslide Movements in Badong of the Three Gorges Region, China.” International Journal of Applied Earth Observation and Geoinformation 21: 253–264. doi:10.1016/j.jag.2011.10.010.
   Web of Science ®Google Scholar
• Liu, Y., H. Qiu, D. Yang, Z. Liu, S. Ma, Y. Pei, J. Zhang, and B. Tang. 2021. “Deformation Responses of Landslides to Seasonal Rainfall Based on InSar and Wavelet Analysis.” Landslides 19 (1): 199–210. doi:10.1007/s10346-021-01785-4.
   Web of Science ®Google Scholar
• Liu, Z., B. Xu, Q. Wang, W. Yu, and Z. Miao. 2021. “Monitoring Landslide Associated with Reservoir Impoundment Using Synthetic Aperture Radar Interferometry: A Case Study of the Yalong Reservoir.” Geodesy and Geodynamics 13 (2): 138–150. doi:10.1016/j.geog.2020.12.001.
   Web of Science ®Google Scholar
• Liu, X., C. Zhao, Q. Zhang, Z. Lu, Z. Li, C. Yang, W. Zhu, J. Liu-Zeng, L. Chen, and C. Liu. 2021. “Integration of Sentinel-1 and ALOS/PALSAR-2 SAR Datasets for Mapping Active Landslides Along the Jinsha River Corridor, China.” Engineering Geology 284: 106033. doi:10.1016/j.enggeo.2021.106033.
   Web of Science ®Google Scholar
• Li, S., W. Xu, and Z. Li. 2021. “Review of the SBAS InSar Time-Series Algorithms, Applications, and Challenges.” Geodesy and Geodynamics 13 (2): 114–126.
   Web of Science ®Google Scholar
• LU, H., W. LI, Q. XU, X. DONG, C. DAI, and D. WANG. 2019. “Early Detection of Landslides in the Upstream and Downstream Areas of the Baige Landslide, the Jinsha River Based on Optical Remote Sensing and InSar Technologies.” Geomatics and Information Science of Wuhan University 44: 1342–1354.
   Google Scholar
• Macfarlane, D. F. 2009. “Observations and Predictions of the Behaviour of Large, Slow-Moving Landslides in Schist, Clyde Dam Reservoir, New Zealand.” Engineering Geology 109 (1–2): 5–15. doi:10.1016/j.enggeo.2009.02.005.
   Web of Science ®Google Scholar
• Michoud, C., V. Baumann, T. R. Lauknes, I. Penna, M. -H. Derron, and M. Jaboyedoff. 2016. “Large Slope Deformations Detection and Monitoring Along Shores of the Potrerillos Dam Reservoir, Argentina, Based on a Small-Baseline InSar Approach.” Landslides 13 (3): 451–465. doi:10.1007/s10346-015-0583-4.
   Web of Science ®Google Scholar
• Müller-Salzburg, L. 1987. “The Vajont Catastrophe—a Personal Review.” Engineering Geology 24 (1–4): 423–444. doi:10.1016/0013-7952(87)90078-0.
   Web of Science ®Google Scholar
• Panizzo, A., P. De Girolamo, M. Di Risio, A. Maistri, and A. Petaccia. 2005. “Great Landslide Events in Italian Artificial Reservoirs.” Natural Hazards and Earth System Sciences 5 (5): 733–740. doi:10.5194/nhess-5-733-2005.
   Web of Science ®Google Scholar
• Reyes-Carmona, C., A. Barra, J. P. Galve, O. Monserrat, J. V. Pérez-Peña, R. M. Mateos, D. Notti, et al. 2020. “Sentinel-1 DInSar for Monitoring Active Landslides in Critical Infrastructures: The Case of the Rules Reservoir (Southern Spain).” Remote Sensing 12 (5): 809. doi:10.3390/rs12050809.
   Web of Science ®Google Scholar
• Reyes-Carmona, C., J. P. Galve, M. Moreno-Sánchez, A. Riquelme, P. Ruano, A. Millares, T. Teixidó, et al. 2021. “Rapid Characterisation of the Extremely Large Landslide Threatening the Rules Reservoir (Southern Spain).” Landslides 18: 3781–3798. doi:10.1007/s10346-021-01728-z.
   Web of Science ®Google Scholar
• Shi, X., X. Hu, N. Sitar, R. Kayen, S. Qi, H. Jiang, X. Wang, and L. Zhang. 2021. “Hydrological Control Shift from River Level to Rainfall in the Reactivated Guobu Slope Besides the Laxiwa Hydropower Station in China.” Remote sensing of environment 265: 112664. doi:10.1016/j.rse.2021.112664.
   Web of Science ®Google Scholar
• Sun, Q., L. Zhang, X. Ding, J. Hu, Z. Li, and J. Zhu. 2015. “Slope Deformation Prior to Zhouqu, China Landslide from InSar Time Series Analysis.” Remote Sensing of Environment 156: 45–57. doi:10.1016/j.rse.2014.09.029.
   Web of Science ®Google Scholar
• Tomás, R., Z. Li, P. Liu, A. Singleton, T. Hoey, and X. Cheng. 2014. “Spatiotemporal Characteristics of the Huangtupo Landslide in the Three Gorges Region (China) Constrained by Radar Interferometry.” Geophysical Journal International 197 (1): 213–232. doi:10.1093/gji/ggu017.
   Web of Science ®Google Scholar
• Tomás, R., Z. Li, J. M. Lopez-Sanchez, P. Liu, and A. Singleton. 2016. “Using Wavelet Tools to Analyse Seasonal Variations from InSar Time-Series Data: A Case Study of the Huangtupo Landslide.” Landslides 13 (3): 437–450. doi:10.1007/s10346-015-0589-y.
   Web of Science ®Google Scholar
• Tomás, R., J. L. Pastor, M. Béjar-Pizarro, R. Bonì, P. Ezquerro, J. A. Fernández-Merodo, C. Guardiola-Albert, et al. 2020. “Wavelet Analysis of Land Subsidence Time-Series: Madrid Tertiary Aquifer Case Study.” Proceedings of the International Association of Hydrological Sciences 382: 353–359. doi:10.5194/piahs-382-353-2020.
   Google Scholar
• Torrence, C., and G. P. Compo. 1998. “A Practical Guide to Wavelet Analysis.” Bulletin of the American Meteorological Society 79 (1): 61–78. doi:10.1175/1520-0477(1998)079<0061:APGTWA>2.0.CO;2.
   Web of Science ®Google Scholar
• Vallet, A., J. Charlier, O. Fabbri, C. Bertrand, N. Carry, and J. Mudry. 2016. “Functioning and Precipitation-Displacement Modelling of Rainfall-Induced Deep-Seated Landslides Subject to Creep Deformation.” Landslides 13 (4): 653–670. doi:10.1007/s10346-015-0592-3.
   Web of Science ®Google Scholar
• Wang, S., D. Li, and W. Du. 2022. “Recent Advances in the Investigation of a Slow‐moving Landslide in the Three Gorges Reservoir Area, China.” River 1 (1): 91–103. doi:10.1002/rvr2.8.
   Google Scholar
• Wang, B., C. Zhao, Q. Zhang, Z. Lu, and A. Pepe. 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. doi:10.1109/JSTARS.2021.3096996.
   Web of Science ®Google Scholar
• Xu, Q., X. Dong, and W. Li. 2019. “Integrated Space-Air-Ground Early Detection, Monitoring and Warning System for Potential Catastrophic Geohazards.” Geomatics and Information Science of Wuhan University 44: 957–966.
   Google Scholar
• Yang, Y., X. Wang, W. Jin, J. Cao, B. Cheng, and S. Zhou 2019. “Characteristics Analysis of the Reservoir Landslides Base on Unmanned Aerial Vehicle (UAV) Scanning Technology at the Maoergai Hydropower Station, Southwest China.” In Proceedings of IOP Conference Series: Earth and Environmental Science,The Second International Workshop on Environment and Geoscience, 17-19 July, Hangzhou, China 349(1), 012009.
   Google Scholar
• Zhang, L., K. Dai, J. Deng, D. Ge, R. Liang, W. Li, and Q. Xu. 2021. “Identifying Potential Landslides by Stacking-InSar in Southwestern China and Its Performance Comparison with SBAS-InSar.” Remote Sensing 13 (18): 3662. doi:10.3390/rs13183662.
   Web of Science ®Google Scholar
• Zhang, Y., X. Meng, C. Jordan, A. Novellino, T. Dijkstra, and G. Chen. 2018. “Investigating Slow-Moving Landslides in the Zhouqu Region of China Using InSar Time Series.” Landslides 15 (7): 1299–1315. doi:10.1007/s10346-018-0954-8.
   Web of Science ®Google Scholar
• Zhao, C., Y. Kang, Q. Zhang, Z. Lu, and B. Li. 2018. “Landslide Identification and Monitoring Along the Jinsha River Catchment (Wudongde Reservoir Area), China, Using the InSar Method.” Remote Sensing 10 (7): 993. doi:10.3390/rs10070993.
   Web of Science ®Google Scholar
• Zhao, C., Z. Lu, Q. Zhang, and J. de La Fuente. 2012. “Large-Area Landslide Detection and Monitoring with ALOS/PALSAR Imagery Data Over Northern California and Southern Oregon, USA.” Remote Sensing of Environment 124: 348–359. doi:10.1016/j.rse.2012.05.025.
   Web of Science ®Google Scholar
• Zheng, Y. 2019. “Application and Research of InSAR Technology in Three Gorges Reservoir area Landslide Measurement.” Master Degree. China University of Geosciences (Beijing).
   Google Scholar
• Zhou, C., Y. Cao, K. Yin, Y. Wang, X. Shi, F. Catani, and B. Ahmed. 2020. “Landslide Characterization Applying Sentinel-1 Images and InSar Technique: The Muyubao Landslide in the Three Gorges Reservoir Area, China.” Remote Sensing 12 (20): 3385. doi:10.3390/rs12203385.
   Web of Science ®Google Scholar
• Zhou, L., J. Guo, J. Hu, J. Li, Y. Xu, Y. Pan, and M. Shi. 2017. “Wuhan Surface Subsidence Analysis in 2015–2016 Based on Sentinel-1a Data by SBAS-inSar.” Remote Sensing 9 (10): 982. doi:10.3390/rs9100982.
   Web of Science ®Google Scholar
• Zhou, J., F. Xu, X. Yang, Y. Yang, and P. Lu. 2016. “Comprehensive Analyses of the Initiation and Landslide-Generated Wave Processes of the 24 June 2015 Hongyanzi Landslide at the Three Gorges Reservoir, China.” Landslides 13 (3): 589–601. doi:10.1007/s10346-016-0704-8.
   Web of Science ®Google Scholar
• Zhu, J., Z. Li, and J. Hu. 2017. “Research Progress and Methods of InSar for Deformation Monitoring.” Acta Geodaetica et Cartographica Sinica 46: 1717–1733.
   Google Scholar
• Zhu, Y., X. Yao, L. Yao, Z. Zhou, K. Ren, L. Li, C. Yao, and Z. Gu. 2022. “Identifying the Mechanism of Toppling Deformation by InSar : A Case Study in Xiluodu Reservoir, Jinsha River.” Landslides 19 (10): 2311–2327. doi:10.1007/s10346-022-01908-5.
   Web of Science ®Google Scholar
• Zhu, W., Q. Zhang, X. Ding, C. Zhao, C. Yang, F. Qu, and W. Qu. 2014. “Landslide Monitoring Byrmation Caused by Drawdown of the Th Combining of CR-InSar and GPS Techniques.” Advances in Space Research 53 (3): 430–439. doi:10.1016/j.asr.2013.12.003.
   Web of Science ®Google Scholar