Aug 2026· Remote Sensing· Vol 18, pp. 2711· 1 citation· 77 references
Abstract
Henan Province, a major coal producing region in China, faces severe surface subsidence induced by extensive underground mining, which compromises regional ecological security and infrastructure stability. In this study, small baseline subset interferometric synthetic aperture radar (SBAS-InSAR) was applied to Sentinel-1A imagery acquired from March 2017 to February 2025 to characterize surface deformation in concentrated coal mining areas. A local validation was conducted within a representative mining area in Study Area 3 using measurements from 14 leveling benchmarks acquired between 5 May and 20 July 2023. The comparison yielded an R2 of 0.816 and an RMSE of 9.22 mm, indicating good agreement between the SBAS-InSAR and leveling measurements during the validation interval. The subsidence in the study area exhibits significant spatial heterogeneity and continuous accumulation characteristics. The most negative approximate vertically projected deformation rate reached −371 mm/yr, and the maximum cumulative displacement reached −2101 mm. Scenario-based sensitivity analysis indicated potential projection errors of 6.76–8.34% for a horizontal-to-vertical displacement ratio of 0.10 and 20.28–25.01% for a ratio of 0.30, with larger uncertainty expected near subsidence trough margins. Given the difficulty of quantifying large-scale underground mining parameters, this study employs multisource environmental and topographic variables as auxiliary indicators and develops an XGBoost-SHAP model to evaluate their relative explanatory contributions to the spatial heterogeneity of mining-induced subsidence. Among the selected measurable environmental and topographic variables, groundwater table depth represents the most important measurable explanatory factor for the spatial heterogeneity of subsidence, with distinct response patterns between plain areas with thick unconsolidated layers and piedmont bedrock regions. Furthermore, wavelet coherence analysis identifies scale-dependent spatial associations between topography and subsidence. At the regional scale, elevation exhibits spatial correspondence with the geomorphological framework of contiguous subsidence basins. At the local scale, slope and aspect show localized associations with differential deformation gradients near the margins of subsidence troughs.
Haidong New City district, located on the east bank of Erhai Lake in Dali, is characterized by complex topography and significant mountainous relief. Over the past decade, extensive urban development and construction have substantially altered and disrupted the original geomorphology, resulting in multiple potential ge...
Yu-Han Chen, Dongsheng Li, Yu-Ning Zhang et al.· Journal of Physics, Conferen...· 0 citations
Land subsidence induced by excessive groundwater withdrawal has become one of the most significant geohazards affecting the Konya Closed Basin, Turkey. Although previous studies have successfully monitored ground deformation using geodetic and remote sensing techniques, limited attention has been devoted to transformin...
S. Yalvac, Olga Bjelotomić Oršulić· Remote Sensing· 0 citations
The Loess Plateau features complex geological conditions. Large-scale coal-mining activities further trigger severe and spatially heterogeneous surface deformation, which poses substantial challenges for high-precision deformation monitoring. Conventional single-orbit, medium-resolution InSAR suffers from topographic d...
Land subsidence (LS) in the southwestern plain of Tehran has a long history and represents a critical environmental challenge due to the strategic importance of Tehran as the political and economic capital of Iran. This study aims to investigate the mechanisms responsible for the development of surface deformation feat...
A. Manafiazar, Mashalah Khamechiyan, M. Nikudel et al.· Geoenvironmental Disasters· 0 citations
Land subsidence threatens the operational safety of railways in soft-soil plains. This study investigates the spatiotemporal evolution and mechanisms of subsidence along the Beijing–Shanghai Conventional Railway (BSR) and High-Speed Railway (HSR) in Shanghai using 2015–2025 Sentinel-1 imagery. To explicitly decouple ma...
Yi-Dan Fan, Geng-Jing Ding, Yuan-Jin Pan et al.· Remote Sensing· 0 citations
Open-cast coal mining can alter land cover rapidly, yet annual assessments may overlook the episodic nature of disturbance and partial vegetation recovery. This study examined decadal land-cover dynamics within the Northern Coalfields Limited operational landscape of the Singrauli–Sonbhadra coal belt, India, from 2016...