Regional assessment of ground deformation in Greater Khartoum, Sudan, using Sentinel-1 SBAS-InSAR
Abstract
Ground deformation monitoring is essential for understanding geohazards in rapidly urbanizing regions, yet regional-scale deformation assessments remain limited across Sudan. This study presents a regional Small Baseline Subset Interferometric Synthetic Aperture Radar (SBAS-InSAR) assessment of ground deformation across Greater Khartoum using 36 Sentinel-1 Single Look Complex (SLC) acquisitions obtained between January 2018 and December 2021. A network of 138 interferometric pairs was processed to derive a multi-temporal line-of-sight (LOS) deformation velocity field. The results reveal a spatially heterogeneous median-referenced LOS deformation field characterized by localized negative deformation, near-stable conditions, and positive LOS motion. The regional mean LOS velocity was −2.03 mm yr⁻¹, while median-referenced local LOS velocities ranged from −107.73 to +59.23 mm yr⁻¹. Velocity-class analysis showed that negative-LOS classes occupied 43.15% of the study area, the near-stable class 13.77%, and positive-LOS classes 43.08%. These proportions represent relative LOS motion within the adopted median-referenced frame and should not be interpreted as equivalent fractions of true vertical subsidence and uplift. Among the seven non-overlapping administrative units, Karrari exhibited the most negative mean LOS velocity (−14.61 mm yr⁻¹), while the separately evaluated Hilla Kuku nested analysis zone within Sharg An Neel showed a pronounced concentration of negative LOS deformation, with a mean velocity of −21.33 mm yr⁻¹. Hotspot sensitivity analysis using thresholds of −15, −20, and −25 mm yr⁻¹ showed systematic changes in mapped hotspot extent while preserving the dominant spatial concentration of strong negative LOS deformation. The results demonstrate that substantial localized deformation can occur within a region exhibiting a comparatively low mean LOS velocity, highlighting the importance of spatially resolved time-series analysis rather than reliance on regional averages alone. Beyond establishing a regional SBAS-InSAR deformation baseline for Greater Khartoum, this study provides a transferable multi-scale framework integrating LOS-velocity mapping, deformation classification, hotspot delineation and sensitivity testing, representative time-series analysis, and administrative-scale assessment for deformation monitoring in data-scarce urban environments.
Keywords
Project Number
1
Ethical Statement
The authors declare that this study complies with the ethical standards of scientific research and publication. This manuscript is original, has not been published previously, and is not under consideration for publication elsewhere.
Thanks
The authors gratefully acknowledge the European Space Agency (ESA) for providing free access to Sentinel-1 SAR data used in this study.
References
- Berardino, P., Fornaro, G., Lanari, R., & 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.
- Casu, F., Manzo, M., & Lanari, R. (2006). A quantitative assessment of the SBAS algorithm performance for surface deformation retrieval from DInSAR data. Remote Sensing of Environment, 102(3-4), 195-210.
- Fernández-Torres, E. A., Cabral-Cano, E., Solano-Rojas, D., Salazar-Tlaczani, L., Gárcia-Venegas, J., Marquez-Azúa, B., Graham, S., & Villarnobo-Gonzalez, K. M. (2024). Country-scale assessment of urban areas, population, and households exposed to land subsidence using Sentinel-1 InSAR, and GPS time series. Natural Hazards, 120(2), 1577-1601.
- Ferretti, A., Prati, C., & Rocca, F. (2001). Permanent scatterers in SAR interferometry. IEEE Transactions on Geoscience and Remote Sensing, 39(1), 8-20.
- Galloway, D. L., & Burbey, T. J. (2011). Regional land subsidence accompanying groundwater extraction. Hydrogeology Journal, 19(8), 1459-1486.
- Goldstein, R. M., & Werner, C. L. (1998). Radar interferogram filtering for geophysical applications. Geophysical Research Letters, 25(21), 4035-4038.
- Guo, H., Yuan, Y., Wang, J., Cui, J., Zhang, D., Zhang, R., Cao, Q., Li, J., Dai, W., & Bao, H. (2023). Large-scale land subsidence monitoring and prediction based on SBAS-InSAR technology with time-series sentinel-1A satellite data. Remote Sensing, 15(11), 2843.
- Herrera-García, G., Ezquerro, P., Tomás, R., Béjar-Pizarro, M., López-Vinielles, J., Rossi, M., Mateos, R. M., Carreón-Freyre, D., Lambert, J., & Teatini, P. (2021). Mapping the global threat of land subsidence. Science, 371(6524), 34-36.
Details
Primary Language
English
Subjects
Photogrammetry and Remote Sensing, Geomatic Engineering (Other)
Journal Section
Research Article
Publication Date
September 30, 2026
Submission Date
July 17, 2026
Acceptance Date
September 15, 2026
Published in Issue
Year 2026 Volume: 8 Number: 2
APA
Mahmoud, M., & Mustafa, E. (2026). Regional assessment of ground deformation in Greater Khartoum, Sudan, using Sentinel-1 SBAS-InSAR. Turkish Journal of Applied Geoinformation Sciences, 8(2), 121-141. https://doi.org/10.53030/tjags.1997140
AMA
1.Mahmoud M, Mustafa E. Regional assessment of ground deformation in Greater Khartoum, Sudan, using Sentinel-1 SBAS-InSAR. Turk. J. Appl. Geoinf. Sci. 2026;8(2):121-141. doi:10.53030/tjags.1997140
Chicago
Mahmoud, Maged, and Elhadi Mustafa. 2026. “Regional Assessment of Ground Deformation in Greater Khartoum, Sudan, Using Sentinel-1 SBAS-InSAR”. Turkish Journal of Applied Geoinformation Sciences 8 (2): 121-41. https://doi.org/10.53030/tjags.1997140.
EndNote
Mahmoud M, Mustafa E (September 1, 2026) Regional assessment of ground deformation in Greater Khartoum, Sudan, using Sentinel-1 SBAS-InSAR. Turkish Journal of Applied Geoinformation Sciences 8 2 121–141.
IEEE
[1]M. Mahmoud and E. Mustafa, “Regional assessment of ground deformation in Greater Khartoum, Sudan, using Sentinel-1 SBAS-InSAR”, Turk. J. Appl. Geoinf. Sci., vol. 8, no. 2, pp. 121–141, Sept. 2026, doi: 10.53030/tjags.1997140.
ISNAD
Mahmoud, Maged - Mustafa, Elhadi. “Regional Assessment of Ground Deformation in Greater Khartoum, Sudan, Using Sentinel-1 SBAS-InSAR”. Turkish Journal of Applied Geoinformation Sciences 8/2 (September 1, 2026): 121-141. https://doi.org/10.53030/tjags.1997140.
JAMA
1.Mahmoud M, Mustafa E. Regional assessment of ground deformation in Greater Khartoum, Sudan, using Sentinel-1 SBAS-InSAR. Turk. J. Appl. Geoinf. Sci. 2026;8:121–141.
MLA
Mahmoud, Maged, and Elhadi Mustafa. “Regional Assessment of Ground Deformation in Greater Khartoum, Sudan, Using Sentinel-1 SBAS-InSAR”. Turkish Journal of Applied Geoinformation Sciences, vol. 8, no. 2, Sept. 2026, pp. 121-4, doi:10.53030/tjags.1997140.
Vancouver
1.Maged Mahmoud, Elhadi Mustafa. Regional assessment of ground deformation in Greater Khartoum, Sudan, using Sentinel-1 SBAS-InSAR. Turk. J. Appl. Geoinf. Sci. 2026 Sep. 1;8(2):121-4. doi:10.53030/tjags.1997140