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  • Article
  • Open Access
15 Citations
3,175 Views
20 Pages

An Adaptive Offset-Tracking Method Based on Deformation Gradients and Image Noises for Mining Deformation Monitoring

  • Gang Zhao,
  • Liuyu Wang,
  • Kazhong Deng,
  • Maomei Wang,
  • Yi Xu,
  • Meinan Zheng and
  • Qing Luo

27 July 2021

The offset-tracking method (OTM) utilizing SAR image intensity can detect large deformations, which makes up for the inability of interferometric synthetic aperture radar (InSAR) technology in large mining deformation monitoring, and has been widely...

  • Article
  • Open Access
26 Citations
4,491 Views
21 Pages

5 August 2021

Ground deformation related to mining activities may occur immediately or many years later, leading to a series of mine geological disasters, such as ground fissures, collapses, and even mining earthquakes. Deformation monitoring has been carried out...

  • Article
  • Open Access
9 Citations
2,217 Views
20 Pages

7 July 2022

In order to study the deformation evolution law of fault activation caused by deep mining in Shizishan Copper Mine, China, a monitoring system for fault activation slip is designed and implemented on the basis of the field investigation of footwall f...

  • Article
  • Open Access
385 Views
28 Pages

9 January 2026

The repeated extraction of coal seams in the Loess Plateau mining region has greatly increased the severity of surface deformation and associated damage. Accurately characterizing the spatio-temporal evolution of subsidence and the underlying mechani...

  • Article
  • Open Access
1 Citations
860 Views
26 Pages

Comparative Analysis of Tropospheric Correction Methods for Ground Deformation Monitoring over Mining Area with DS-InSAR

  • Yajie Meng,
  • Feng Zhao,
  • Yunjia Wang,
  • Liyong Li,
  • Bujun Hu,
  • Xianlong Xu,
  • Rui Wang,
  • Yifei Wei,
  • Kesheng Huang and
  • Lin Zhu
  • + 2 authors

24 November 2025

In recent years, differential synthetic aperture radar interferometry (DInSAR) has been widely used to monitor ground deformation induced by mineral resource exploitation. Compared with conventional DInSAR, InSAR time series (TS-InSAR) techniques off...

  • Article
  • Open Access
26 Citations
8,707 Views
18 Pages

27 April 2020

Time Series Interferometric Synthetic Aperture Radar (TSInSAR) methods have been widely and successfully applied for spatiotemporal ground deformation monitoring. The main groups of methodological approaches are often referred to as Persistent Scatte...

  • Article
  • Open Access
2 Citations
663 Views
29 Pages

10 December 2025

In recent years, coal mining has shifted from surface to underground multi-seam and multi-panel operations, leading to enhanced ground deformation and elevated risks of secondary geo-hazards. However, the deformation mechanisms and spatiotemporal evo...

  • Article
  • Open Access
12 Citations
6,363 Views
23 Pages

8 December 2023

The No.4 tailings pond of the Dexing Copper Mine is the second largest in Asia. The tailing pond is a dangerous source of man-made debris flow with high potential energy. In view of the lack of effective and low-cost global safety monitoring means in...

  • Article
  • Open Access
28 Citations
2,678 Views
21 Pages

Mining Deformation Monitoring Based on Lutan-1 Monostatic and Bistatic Data

  • Yanan Ji,
  • Xiang Zhang,
  • Tao Li,
  • Hongdong Fan,
  • Yaozong Xu,
  • Peizhen Li and
  • Zeming Tian

8 December 2023

Coal mining leads to surface subsidence, landslides, soil erosion and other problems that seriously threaten the life and property safety of residents in mining areas, and it is urgent to obtain mining subsidence information using high-frequency, hig...

  • Article
  • Open Access
17 Citations
5,965 Views
13 Pages

Deformation Monitoring of Waste-Rock-Backfilled Mining Gob for Ground Control

  • Tongbin Zhao,
  • Yubao Zhang,
  • Zhenyu Zhang,
  • Zhanhai Li and
  • Shuqi Ma

5 May 2017

Backfill mining is an effective option to mitigate ground subsidence, especially for mining under surface infrastructure, such as buildings, dams, rivers and railways. To evaluate its performance, continual long-term field monitoring of the deformati...

  • Article
  • Open Access
4 Citations
1,727 Views
18 Pages

Monitoring and Law Analysis of Secondary Deformation on the Surface of Multi-Coal Seam Mining in Closed Mines

  • Xiaofei Liu,
  • Jiangtao Wang,
  • Sen Du,
  • Kazhong Deng,
  • Guoliang Chen and
  • Xipeng Qin

30 August 2024

A large number of mines have been closed due to resource depletion, failure to meet safety production requirements, and other reasons. To effectively ensure the safety of the ecological environment above these closed mines along with the safety of en...

  • Article
  • Open Access
86 Citations
6,876 Views
20 Pages

1 September 2018

To determine the relationship between underground mining, groundwater storage change, and surface deformation, we first used two sets of ENVISAT data and one set of Sentinel-1A data to obtain surface deformation in eastern Xuzhou coalfield based on t...

  • Article
  • Open Access
6 Citations
2,921 Views
24 Pages

Combination of InSAR with a Depression Angle Model for 3D Deformation Monitoring in Mining Areas

  • Zhihong Wang,
  • Huayang Dai,
  • Yueguan Yan,
  • Jibo Liu and
  • Jintong Ren

29 March 2023

The current three-dimensional (3D) deformation monitoring methods, based on the single line-of-sight (LOS) interferometric synthetic aperture radar (InSAR) technology, are constructed by combining the deformation characteristics of mining subsidence...

  • Article
  • Open Access
16 Citations
4,161 Views
27 Pages

10 February 2022

Ground deformation measurements in mining areas play a key role in revealing the surface subsidence law, retrieving the subsidence parameters, warning of geological disasters and restoring the surface ecology. With the development of science and tech...

  • Article
  • Open Access
203 Views
23 Pages

Monitoring and Analysis of Surface Deformation in Mining Area Based on LuTan-1 and Sentinel-1A Data

  • Zisu Cheng,
  • Meinan Zheng,
  • Qingbiao Guo,
  • Yingchun Wang,
  • Jinchao Li and
  • Xiang Zhang

27 February 2026

High-intensity mining activities in coal mining areas have produced large-gradient surface deformation, posing severe challenges to deformation monitoring using Interferometric Synthetic Aperture Radar (InSAR) techniques based on C-band Synthetic Ape...

  • Article
  • Open Access
45 Citations
6,571 Views
18 Pages

4 July 2018

Ground surface subsidence is a universal phenomenon in coal mining areas which can cause serious damage to the surrounding environment. In this paper, we consider the use of differential interferometric synthetic aperture radar (D-InSAR), multi-tempo...

  • Article
  • Open Access
31 Citations
5,179 Views
17 Pages

Monitoring Land Surface Deformation Associated with Gold Artisanal Mining in the Zaruma City (Ecuador)

  • Lorenzo Ammirati,
  • Nicola Mondillo,
  • Ricardo Adolfo Rodas,
  • Chester Sellers and
  • Diego Di Martire

3 July 2020

Underground mining can produce subsidence phenomena, especially if orebodies are surficial or occur in soft rocks. In some countries, illegal mining is a big problem for environmental, social and economic reasons. However, when unauthorized excavatio...

  • Article
  • Open Access
1 Citations
1,060 Views
18 Pages

25 September 2025

Timely and reliable surface deformation monitoring is critical for hazard prevention and resource management in mining areas. However, traditional Time-Series Interferometric (TSI) Synthetic Aperture Radar techniques often suffer from low coherent po...

  • Article
  • Open Access
2 Citations
1,706 Views
20 Pages

Deformation-Adapted Spatial Domain Filtering Algorithm for UAV Mining Subsidence Monitoring

  • Jianfeng Zha,
  • Penglong Miao,
  • Hukai Ling,
  • Minghui Yu,
  • Bo Sun,
  • Chongwu Zhong and
  • Guowei Hao

14 September 2024

Underground coal mining induces surface subsidence, leading to disasters such as damage to buildings and infrastructure, landslides, and surface water accumulation. Preventing and controlling disasters in subsidence areas and reutilizing land depend...

  • Article
  • Open Access
26 Citations
4,560 Views
18 Pages

Improving Boundary Constraint of Probability Integral Method in SBAS-InSAR for Deformation Monitoring in Mining Areas

  • Mengyao Shi,
  • Honglei Yang,
  • Baocun Wang,
  • Junhuan Peng,
  • Zhouzheng Gao and
  • Bin Zhang

13 April 2021

Coal-mining subsidence causes ground fissures and destroys surface structures, which may lead to severe casualties and economic losses. Time series interferometric synthetic aperture radar (TS-InSAR) plays an important role in surface deformation det...

  • Article
  • Open Access
4 Citations
2,684 Views
15 Pages

26 December 2022

Differential synthetic aperture radar interferometry (InSAR) is widely used to monitor ground surface deformation due to its wide coverage and high accuracy. However, the large-scale and rapid deformation that occurs in mining areas often leads to de...

  • Article
  • Open Access
47 Citations
5,418 Views
23 Pages

Time-Varying Surface Deformation Retrieval and Prediction in Closed Mines through Integration of SBAS InSAR Measurements and LSTM Algorithm

  • Bingqian Chen,
  • Hao Yu,
  • Xiang Zhang,
  • Zhenhong Li,
  • Jianrong Kang,
  • Yang Yu,
  • Jiale Yang and
  • Lu Qin

8 February 2022

After a coal mine is closed, the coal rock mass could undergo weathering deterioration and strength reduction due to factors such as stress and groundwater, which in turn changes the stress and bearing capacity of the fractured rock mass in the aband...

  • Article
  • Open Access
1 Citations
1,362 Views
19 Pages

GNSS-Based Monitoring Methods for Mining Headframes

  • Xu Yang,
  • Zhe Zhou,
  • Yanzhao Yang,
  • Xinxin Yao,
  • Chao Liu,
  • Lei Liu and
  • Shicheng Xie

15 April 2025

This study introduces an innovative GNSS-based monitoring system designed to evaluate deformation in mining headframes, effectively addressing the limitations of traditional methods, such as inadequate real-time capabilities and complex data processi...

  • Article
  • Open Access
12 Citations
2,952 Views
17 Pages

30 March 2021

This paper presents implementation of purpose-designed optical fibre Bragg grating (FBG) sensors intended for the monitoring of real values of strain in reinforced road structures in areas of mining activity. Two field test stations are described. Th...

  • Article
  • Open Access
36 Citations
4,408 Views
18 Pages

12 March 2020

Surface movement and deformation induced by underground coal mining causes slopes to collapse. Global Navigation Satellite System (GNSS) real-time monitoring can provide early warnings and prevent disasters. A stability analysis of high-steep slopes...

  • Article
  • Open Access
5 Citations
2,536 Views
16 Pages

Instability Monitoring and Numerical Analysis of Typical Coal Mines in Southwest China Based on DS-InSAR

  • Maoqi Liu,
  • Sichun Long,
  • Wenhao Wu,
  • Ping Liu,
  • Liya Zhang and
  • Chuanguang Zhu

14 October 2022

Most of the coal mines in Southwest China are located in mountainous areas with high vegetation coverage, and most activities are carried out under the mountains. The deformation monitoring and mechanical behavior analysis of the mining area helps re...

  • Article
  • Open Access
6 Citations
2,387 Views
18 Pages

2 July 2022

The monitoring of mine pressure, division of vertical zoning of the overburden, discrimination of key stratum structure of the overburden and monitoring of advanced abutment pressure are still the main research problems in the field of coal mining. T...

  • Article
  • Open Access
47 Citations
4,959 Views
18 Pages

10 September 2018

Time Series Interferometric Synthetic Aperture Radar (TS-InSAR) has high accuracy for monitoring slow surface subsidence. However, in the case of a large-scale mining subsidence areas, the monitoring capabilities of TS-InSAR are poor, owing to tempor...

  • Article
  • Open Access
240 Views
15 Pages

27 January 2026

Underground coal mining leads to surface subsidence and ground deformation, which may affect the accuracy of cadastral data. This study evaluates mining-induced displacement caused by longwall VIII-E-E1 extraction in seam 703/1 and examines its poten...

  • Article
  • Open Access
26 Citations
3,791 Views
19 Pages

29 June 2021

Interferometric synthetic aperture radar (InSAR) technology can obtain one-dimensional surface displacements in the radar line of sight (LOS). In the field of mining subsidence, large 3D movements often occur at the same time, and hence InSAR derived...

  • Article
  • Open Access
76 Citations
9,108 Views
25 Pages

16 November 2016

High-intensity coal mining (large mining height, shallow mining depth, and rapid advancing) frequently causes large-scale ground damage within a short period of time. Understanding mining subsidence under high-intensity mining can provide a basis for...

  • Article
  • Open Access
154 Views
20 Pages

The Bayan Obo Mining District, recognized as the largest rare-earth resource base worldwide, has experienced significant surface instability due to intensive mining and large-scale dumping activities. To address the challenges posed by complex geolog...

  • Article
  • Open Access
35 Citations
9,982 Views
16 Pages

18 September 2013

Persistent Scatterer interferometry (PSI) represents a powerful tool for the detection and monitoring of tiny surface deformations in vast areas, allowing a better understanding of its triggering mechanisms, planning of mitigation measures, as well a...

  • Article
  • Open Access
8 Citations
3,412 Views
12 Pages

Determination of GPS Session Duration in Ground Deformation Surveys in Mining Areas

  • Maciej Bazanowski,
  • Anna Szostak-Chrzanowski and
  • Adam Chrzanowski

3 November 2019

Extraction of underground minerals causes subsidence of the ground surface due to gravitational forces. The subsidence rate depends on the type of extracted ore, as well as its shape, thickness, and depth. Additionally, the embedding and overburden r...

  • Article
  • Open Access
16 Citations
5,680 Views
19 Pages

27 April 2023

SAR interferometry (InSAR) has emerged in the big-data era, particularly benefitting from the acquisition capability and open-data policy of ESA’s Sentinel-1 SAR mission. A large number of Sentinel-1 SAR images have been acquired and archived,...

  • Article
  • Open Access
4 Citations
1,074 Views
24 Pages

5 April 2025

Large reservoir-induced landslides pose a persistent threat to the safety of the Three Gorges Project and the Yangtze River shipping channel. A comprehensive multi-field monitoring system has been established to observe potential landslide areas with...

  • Article
  • Open Access
16 Citations
4,340 Views
27 Pages

Sensitivity Evaluation of Time Series InSAR Monitoring Results for Landslide Detection

  • Liming He,
  • Panke Pei,
  • Xiangning Zhang,
  • Ji Qi,
  • Jiuyang Cai,
  • Wang Cao,
  • Ruibo Ding and
  • Yachun Mao

7 August 2023

Spaceborne interferometric synthetic aperture radar (InSAR) techniques are important for landslide detection and monitoring; however, several limitations and uncertainties, such as the unique north–south flying direction and side-look radar obs...

  • Article
  • Open Access
3 Citations
1,753 Views
19 Pages

Surface Deformation Time-Series Monitoring and Stability Analysis of Elevated Bridge Sites in a Coal Resource-Based City

  • Hongjia Li,
  • Huaizhan Li,
  • Yu Chen,
  • Yafei Yuan,
  • Yandong Gao,
  • Shijin Li and
  • Guangli Guo

17 July 2024

The viaduct is an important infrastructure for urban sustainable development, but it will inevitably pass through a coal mining subsidence area in coal resource-based cities, which poses a threat to the construction and operation of the viaduct. Howe...

  • Article
  • Open Access
16 Citations
3,373 Views
14 Pages

20 January 2020

The backfill mining method is widely used in metal mines. A large and thick backfill body has formed in the No.2 zone of Jinchuan Nickel Mine, and its stability is critical for mining safety. In order to study the mechanical behavior of the boundary...

  • Article
  • Open Access
8 Citations
2,684 Views
24 Pages

Monitoring and Analysis of Surface Deformation in the Buzhaoba Open-Pit Mine Based on SBAS-InSAR Technology

  • Yu Zheng,
  • Zhifang Zhao,
  • Min Zeng,
  • Dingyi Zhou,
  • Xiaotong Su and
  • Dingshuai Liu

8 November 2024

The Buzhaoba open-pit mine is an important lignite production base in Yunnan Province, China. As mining activities have continued to progress, varying degrees of deformation have occurred in different areas of the Buzhaoba open-pit mine, threatening...

  • Article
  • Open Access
1,029 Views
25 Pages

Distributed Fiber Optic Sensing for Monitoring Mining-Induced Overburden Deformation

  • Shunjie Huang,
  • Xiangrui Meng,
  • Guangming Zhao,
  • Xiang Cheng,
  • Xiangqian Wang and
  • Kangshuo Xia

11 November 2025

The accurate real-time delineation of overburden failure zones, specifically the caved and water-conducted fracture zones, remains a significant challenge in longwall mining, as conventional monitoring methods often lack the spatial continuity and re...

  • Article
  • Open Access
2 Citations
1,968 Views
20 Pages

Structural Behaviors of Large-Section Mine Tunnels Undercrossing Existing Metro Lines

  • Lihua Zhai,
  • Gensen Cai,
  • Yuehua Liang,
  • Shaoxiang Guan,
  • Shuying Wang and
  • Luqman Liaquat

To meet the operational requirements of a new metro line in Guangzhou, China, a complex tunneling project was undertaken in a business area surrounded by high-rise buildings and underground utility pipelines. Two large-section mine tunnels, with a ma...

  • Article
  • Open Access
4 Citations
3,932 Views
23 Pages

23 December 2024

Faults, as unique geological structures, disrupt the mechanical connections between rock masses. During coal mining, faults in the overlying strata can disturb the original stress balance, leading to fault activation and altering the typical subsiden...

  • Article
  • Open Access
15 Citations
3,660 Views
26 Pages

A Multi-Temporal Small Baseline Interferometry Procedure Applied to Mining-Induced Deformation Monitoring

  • Riccardo Palamà,
  • Michele Crosetto,
  • Jacek Rapinski,
  • Anna Barra,
  • María Cuevas-González,
  • Oriol Monserrat,
  • Bruno Crippa,
  • Natalia Kotulak,
  • Marek Mróz and
  • Magdalena Mleczko

2 May 2022

This work addresses a methodology based on the interferometric synthetic aperture radar (InSAR) applied to analyze and monitor ground-motion phenomena induced by underground mining activities in the Legnica-Glogow copper district, south-western Polan...

  • Article
  • Open Access
1 Citations
889 Views
21 Pages

2 October 2025

Open-pit mining often induces geological hazards such as slope instability, surface subsidence, and ground fissures. To support sustainable mine operations and safety, high-resolution monitoring and mechanism-based interpretation are essential tools...

  • Article
  • Open Access
9 Citations
4,084 Views
22 Pages

Surface Deformation Monitoring and Risk Mapping in the Surroundings of the Solotvyno Salt Mine (Ukraine) between 1992 and 2021

  • Endre Dobos,
  • István Péter Kovács,
  • Dániel Márton Kovács,
  • Levente Ronczyk,
  • Péter Szűcs,
  • László Perger and
  • Viktória Mikita

21 June 2022

The historical Ukrainian rock-salt mining town of Solotvyno and its environmentally related problems are well-known. A complex monitoring system is needed to evaluate the current situation in order to revitalize the investigated area. In addition to...

  • Article
  • Open Access
2 Citations
3,767 Views
17 Pages

26 June 2024

The life cycle of mining results in various patterns of surface deformation as it progresses through development, production, and reclamation. Therefore, the spatial–temporal patterns of ground deformation provide a crucial indicator to underst...

  • Article
  • Open Access
5 Citations
1,339 Views
16 Pages

3 September 2024

In the western mining region, weakly cemented rock layers above the coal seams often lead to frequent catastrophic accidents during mining due to their instability. To address this, this paper analyzes the movement characteristics of surrounding rock...

  • Article
  • Open Access
31 Citations
9,155 Views
28 Pages

remotIO: A Sentinel-1 Multi-Temporal InSAR Infrastructure Monitoring Service with Automatic Updates and Data Mining Capabilities

  • Matus Bakon,
  • Richard Czikhardt,
  • Juraj Papco,
  • Jan Barlak,
  • Martin Rovnak,
  • Peter Adamisin and
  • Daniele Perissin

11 June 2020

Multi-temporal synthetic aperture radar interferometry (MT-InSAR) is nowadays a well-developed remote sensing technique for monitoring of Earth’s surface deformation. The availability of regular and open Copernicus Sentinel-1 satellite data wit...

  • Article
  • Open Access
29 Citations
4,643 Views
22 Pages

25 May 2023

The accurate prediction of surface subsidence induced by coal mining is critical to safeguarding the environment and resources. However, the precision of current prediction models is often restricted by the lack of pertinent data or imprecise model p...

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