Enhanced Landslide Monitoring in Complex Mountain Terrain Using Distributed Scatterer InSAR and Phase Optimization: A
Jingyuan Liang1,2,3, Bohui Tang1,2,3,4, Menghua Li1,2,3
1Faculty of Land Resources Engineering, Kunming University of Science and Technology, Kunming 650093, China.
Sensors (Basel, Switzerland)
|January 28, 2026
Summary
A new Sequential Estimation and Total Power-Enhanced Expectation-Maximization Inversion (SETP-EMI) method significantly improves landslide detection in mountainous regions. This advanced technique enhances measurement density and accuracy, crucial for geohazard prevention and early warning systems.
Area of Science:
- Geosciences
- Remote Sensing
- Geohazards
Background:
- Landslide monitoring in mountainous areas is vital for disaster prevention but challenged by rugged terrain, vegetation, and low coherence, limiting conventional InSAR methods.
- Effective deformation monitoring requires high-density measurements and reliable data, especially in complex geological settings prone to landslides.
Purpose of the Study:
- To develop a robust time-series Interferometric Synthetic Aperture Radar (InSAR) framework for enhanced landslide deformation detection and measurement density in low-coherence, complex mountainous terrain.
- To introduce and validate the Sequential Estimation and Total Power-Enhanced Expectation-Maximization Inversion (SETP-EMI) approach for overcoming coherence loss and improving distributed scatterer extraction.
Main Methods:
- Integration of dual-polarization Sentinel-1 SAR time series within a recursive estimation framework.
- Augmentation with polarimetric coherence optimization and dynamic assimilation of SAR data.
- Application of the SETP-EMI approach to Zhenxiong County, Yunnan Province, for landslide monitoring.
Main Results:
- The SETP-EMI method achieved a 94.1% landslide detection rate in the study area.
- Generated approximately 2.49 million measurement points, significantly outperforming Persistent Scatterer InSAR (PS-InSAR) and Small Baseline Subset InSAR (SBAS-InSAR).
- Validated accuracy with ground-based leveling data, showing a standard deviation of 5.21 mm/year, confirming high robustness.
Conclusions:
- The SETP-EMI method, within a Distributed Scatterer InSAR (DS-InSAR) framework, effectively overcomes coherence loss in vegetated mountainous regions.
- This approach substantially improves landslide monitoring density and accuracy, enhancing early-warning capabilities for geohazards in complex terrains.
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