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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
20 Citations
4,363 Views
20 Pages

25 October 2019

In structural deformation monitoring, traditional methods are mainly based on the deformation data measured at several individual points. As a result, only the discrete deformation, not the overall one, can be obtained, which hinders the researcher f...

  • Article
  • Open Access
7 Citations
2,429 Views
21 Pages

Ground Deformation Monitoring for Subway Structure Safety Based on GNSS

  • Dongmei Tan,
  • An Li,
  • Baifeng Ji,
  • Jiayi Duan,
  • Yu Tao and
  • Hao Luo

24 October 2023

Ground deformation poses a serious threat to the safety of subway structures. Consequently, intelligent and efficient automated safety monitoring of ground deformation along the subway has become urgent. Traditional engineering observation methods ha...

  • Article
  • Open Access
21 Citations
3,045 Views
16 Pages

A Method for Predicting Landslides Based on Micro-Deformation Monitoring Radar Data

  • Weixian Tan,
  • Yadong Wang,
  • Pingping Huang,
  • Yaolong Qi,
  • Wei Xu,
  • Chunming Li and
  • Yuejuan Chen

1 February 2023

Mine slope landslides seriously threaten the safety of people’s lives and property in mining areas. Landslide prediction is an effective way to reduce losses due to such disasters. In recent years, micro-deformation monitoring radar has been wi...

  • Editorial
  • Open Access
7 Citations
3,742 Views
5 Pages

14 November 2018

In the maintenance of large infrastructures such as dams, bridges, railways, underground structures (tunnels, mines) and others, monitoring of deformations plays a key role in maintaining the safety serviceability conditions and for mitigating any co...

  • Article
  • Open Access
44 Citations
5,530 Views
14 Pages

Spatial Data Analysis for Deformation Monitoring of Bridge Structures

  • Ján Erdélyi,
  • Alojz Kopáčik and
  • Peter Kyrinovič

6 December 2020

Weather conditions and different operational loads often cause changes in essential parts of engineering structures, and this affects the static and dynamic behavior and reliability of these structures. Therefore, geodetic monitoring is an integral p...

  • Technical Note
  • Open Access
10 Citations
2,824 Views
14 Pages

Analysis of BDS/GPS Deformation Monitoring for the Lake Sarez Dam

  • Junqiang Han,
  • Rui Tu,
  • Xiaochun Lu,
  • Lihong Fan,
  • Wenquan Zhuang,
  • Weisheng Wang,
  • Feng Zhao,
  • Bayin Dalai,
  • Gulayozov Majid Shonazarovich and
  • Mustafo Safarov

29 September 2023

The Sarez Dam, currently recognized as the world’s highest natural dam, holds immense economic significance, necessitating the reliable monitoring and early detection of potential deformations. This study utilizes the Beidou high-precision defo...

  • Article
  • Open Access
63 Citations
11,008 Views
16 Pages

Monitoring Building Deformation with InSAR: Experiments and Validation

  • Kui Yang,
  • Li Yan,
  • Guoman Huang,
  • Chu Chen and
  • Zhengpeng Wu

20 December 2016

Synthetic Aperture Radar Interferometry (InSAR) techniques are increasingly applied for monitoring land subsidence. The advantages of InSAR include high accuracy and the ability to cover large areas; nevertheless, research validating the use of InSAR...

  • Article
  • Open Access
1,659 Views
19 Pages

Considering the importance of calculating surface deformation based on monitoring data, this paper proposes a method for calculating horizontal deformation based on horizontal displacement monitoring data. This study first analyzes the characteristic...

  • Article
  • Open Access
2 Citations
2,050 Views
19 Pages

Development and Test of Geogrid with Distributed Deformation Monitoring Function

  • Jiong Zhang,
  • Yi Li,
  • Bowen Meng,
  • Jie Ding,
  • Rui She,
  • Shipu Ren and
  • Qifang Liu

9 January 2024

In recent years, there is a growing demand for materials that can both improve the mechanical properties of structures and carry out health monitoring and risk warning. In this case, in order to realize distributed deformation monitoring, a new metho...

  • Article
  • Open Access
36 Citations
3,794 Views
11 Pages

Experimental Study on Deformation Monitoring of Bored Pile Based on BOTDR

  • Lei Gao,
  • Chuan Han,
  • Zhongquan Xu,
  • Yingjie Jin and
  • Jianqiang Yan

14 June 2019

In order to study the deformation of bored pile, it is necessary to monitor the strain of the pile. The distributed optical fiber sensing technology realizes the integration of sensing and transmission, which is incomparable with traditional point mo...

  • Article
  • Open Access
532 Views
20 Pages

A UAV Vision-Based Deformation Monitoring Method with 3D Scale Constraints

  • Jianlin Liu,
  • Jun Wu,
  • Wujiao Dai,
  • Deyong Pan,
  • Min Zhou,
  • Lei Xing and
  • Zhiwu Yu

5 December 2025

Aiming at the problem that low-quality images and low-precision control points lead to scale differences between the survey area model and the real model in UAV (Unmanned Aerial Vehicle) vision-based 3D deformation monitoring, which impairs the accur...

  • Review
  • Open Access
35 Citations
5,579 Views
19 Pages

25 November 2022

With the gradual maturity of the terrestrial laser scanners (TLS) technology, it is widely used in the field of deformation monitoring due to its fast, automated, and non-contact data acquisition capabilities. The TLS technology has changed the tradi...

  • Proceeding Paper
  • Open Access
5 Citations
3,164 Views
5 Pages

Deformation Monitoring Using Sentinel-1 SAR Data

  • Núria Devanthéry,
  • Michele Crosetto,
  • Oriol Monserrat,
  • María Cuevas-González and
  • Bruno Crippa

22 March 2018

Satellite earth observation enables the monitoring of different types of natural hazards, contributing to the mitigation of their fatal consequences. In this paper, satellite Synthetic Aperture Radar (SAR) images are used to derive terrain deformatio...

  • Article
  • Open Access
4 Citations
2,724 Views
21 Pages

A New Method for Deformation Monitoring of Structures by Precise Point Positioning

  • Ruihui Li,
  • Zijian Zhang,
  • Yu Gao,
  • Junyi Zhang and
  • Haibo Ge

15 December 2023

Although deformations are mostly insignificant, they can be catastrophic when accumulated to certain amounts. Precise point positioning (PPP) can work with one receiver, preventing problems caused by the base station constrain upon employment of curr...

  • Article
  • Open Access
30 Citations
8,399 Views
23 Pages

Real-Time Tunnel Deformation Monitoring Technology Based on Laser and Machine Vision

  • Zurong Qiu,
  • Haopeng Li,
  • Wenchuan Hu,
  • Chenglin Wang,
  • Jiachen Liu and
  • Qianhui Sun

11 December 2018

Structural health monitoring is a topic of great concern in the world, and tunnel deformation monitoring is one of the important tasks. With the rapid developments in tunnel traffic infrastructure construction, engineers need a portable and real-time...

  • Article
  • Open Access
1 Citations
1,375 Views
15 Pages

Monitoring Data Fusion Model for Subsoil Layer Deformation Prediction

  • Huiguo Wu,
  • Yuedong Wu,
  • Jian Liu,
  • Lei Zhang,
  • Yongyang Zhu and
  • Chuanyang Liang

Predicting soil deformation is critical for the success of building construction projects. The traditional methods used for this task, which rely on theoretical calculations and numerical simulations, require detailed information on soil characterist...

  • Review
  • Open Access
70 Citations
9,522 Views
26 Pages

A Review of Computer Vision-Based Structural Deformation Monitoring in Field Environments

  • Yizhou Zhuang,
  • Weimin Chen,
  • Tao Jin,
  • Bin Chen,
  • He Zhang and
  • Wen Zhang

16 May 2022

Computer vision-based structural deformation monitoring techniques were studied in a large number of applications in the field of structural health monitoring (SHM). Numerous laboratory tests and short-term field applications contributed to the forma...

  • Article
  • Open Access
15 Citations
4,963 Views
24 Pages

Landslide Prediction Method Based on a Ground-Based Micro-Deformation Monitoring Radar

  • Lin Qi,
  • Weixian Tan,
  • Pingping Huang,
  • Wei Xu,
  • Yaolong Qi and
  • Mingzhi Zhang

12 April 2020

As remote sensing methods have received a lot of attention, ground-based micro- deformation monitoring radars have been widely used in recent years due to their wide range, high accuracy, and all-day monitoring capability. On the one hand, these moni...

  • Article
  • Open Access
29 Citations
4,731 Views
18 Pages

A Completion Method for Missing Concrete Dam Deformation Monitoring Data Pieces

  • Hao Gu,
  • Tengfei Wang,
  • Yantao Zhu,
  • Cheng Wang,
  • Dashan Yang and
  • Lixian Huang

5 January 2021

A concrete dam is an important water-retaining hydraulic structure that stops or restricts the flow of water or underground streams. It can be regarded as a constantly changing complex system. The deformation of a concrete dam can reflect its operati...

  • Article
  • Open Access
3,615 Views
21 Pages

Monitoring of the Deformation of Deep Foundation Pit Using 3D Laser Scanning

  • Sheng Bao,
  • Xuanlue Fang,
  • Hangdong Bu,
  • Xiaofei Yu and
  • Zhengzhou Cai

14 April 2025

Deformation monitoring of deep foundation pits is critical for ensuring construction safety. However, traditional methods (e.g., inclinometers) face inherent challenges such as limited spatial coverage (<30% in large-scale projects), low operation...

  • Feature Paper
  • Review
  • Open Access
158 Citations
17,857 Views
25 Pages

Geodetic and Remote-Sensing Sensors for Dam Deformation Monitoring

  • Marco Scaioni,
  • Maria Marsella,
  • Michele Crosetto,
  • Vincenza Tornatore and
  • Jin Wang

29 October 2018

In recent years, the measurement of dam displacements has benefited from a great improvement of existing technology, which has allowed a higher degree of automation. This has led to data collection with an improved temporal and spatial resolution. Ro...

  • Article
  • Open Access
2 Citations
1,531 Views
22 Pages

GNSS Signal Extraction Using CEEMDAN–WPD for Deformation Monitoring of Ropeway Pillars

  • Song Zhang,
  • Yuntao Yang,
  • Yilin Xie,
  • Haoran Tang,
  • Haiyang Li,
  • Lianbi Yao and
  • Yin Yang

9 January 2025

Traditional surveying methods have various drawbacks in monitoring cable-stayed bridge deformations. Global Navigation Satellite System (GNSS) technology is increasingly recognized for its critical role in structural deformation monitoring, providing...

  • Article
  • Open Access
15 Citations
5,072 Views
20 Pages

21 June 2024

In bridge structure monitoring and evaluation, deformation data serve as a crucial basis for assessing structural conditions. Different from discrete monitoring points, spatially continuous deformation modes provide a comprehensive understanding of d...

  • Article
  • Open Access
12 Citations
3,164 Views
15 Pages

11 August 2022

The single-baseline solution (SBS) model has been widely adopted by the existing global navigation satellite system (GNSS) deformation monitoring systems due to its theoretical simplicity and ease of implementation. However, the SBS model neglects th...

  • Article
  • Open Access
28 Citations
6,996 Views
14 Pages

Deformation Monitoring of Earth Fissure Hazards Using Terrestrial Laser Scanning

  • Yunfeng Ge,
  • Huiming Tang,
  • Xulong Gong,
  • Binbin Zhao,
  • Yi Lu,
  • Yong Chen,
  • Zishan Lin,
  • Hongzhi Chen and
  • Yashi Qiu

26 March 2019

Deformation monitoring is a powerful tool to understand the formation mechanism of earth fissure hazards, enabling the engineering and planning efforts to be more effective. To assess the evolution characteristics of the Yangshuli earth fissure hazar...

  • Article
  • Open Access
37 Citations
6,138 Views
16 Pages

21 December 2018

A complete picture of the deformation characteristics (distribution and evolution) of the geotechnical infrastructures serves as superior information for understanding their potential instability mechanism. How to monitor more completely and accurate...

  • Article
  • Open Access
20 Citations
5,337 Views
20 Pages

10 January 2020

Ground-based synthetic aperture radar interferometry (GB-InSAR) enables the continuous monitoring of areal deformation and can thus provide near-real-time control of the overall deformation state of dam surfaces. In the continuous small-scale deforma...

  • Article
  • Open Access
7 Citations
3,080 Views
17 Pages

24 August 2022

Dynamic deformation monitoring is a crucial component of the structural health monitoring of an offshore oil platform. Given the insensitivity of the Global Navigation Satellite System (GNSS) to high-frequency vibration information, a combination of...

  • Review
  • Open Access
12 Citations
1,427 Views
26 Pages

Deformation Monitoring Systems for Hydroturbine Head-Cover Fastening Bolts in Hydroelectric Power Plants

  • Eddy Yujra Rivas,
  • Alexander Vyacheslavov,
  • Kirill V. Gogolinskiy,
  • Kseniia Sapozhnikova and
  • Roald Taymanov

17 April 2025

This study investigates the reliability of Francis turbines and highlights the critical need for an improved deformation monitoring system for bolts that fasten a hydroturbine head-cover to its casing. During different operational stages of the hydra...

  • Article
  • Open Access
7 Citations
1,902 Views
16 Pages

27 September 2023

Horizontal deformation is a key parameter in the structural assessment of concrete piles, especially in landslide cases. However, the existing deformation-monitoring methods cannot satisfy the demands of long-term monitoring. Therefore, a new method...

  • Article
  • Open Access
25 Citations
4,173 Views
21 Pages

GNSS/Accelerometer Adaptive Coupled Landslide Deformation Monitoring Technology

  • Ce Jing,
  • Guanwen Huang,
  • Qin Zhang,
  • Xin Li,
  • Zhengwei Bai and
  • Yuan Du

23 July 2022

Global Navigation Satellite System (GNSS) positioning technology has become the most effective method for real-time three-dimensional landslide monitoring. However, the GNSS observation signal is easily affected by the presence of a complex landslide...

  • Article
  • Open Access
6 Citations
7,510 Views
13 Pages

1 February 2023

Structural stress and deformation monitoring and analysis were carried out for the 54 m long-span steel roof truss. To ensure the safety of the construction process, the stress and deformation of the steel roof trusses were monitored throughout the c...

  • Article
  • Open Access
2 Citations
2,202 Views
15 Pages

14 November 2024

Landslides are geological disasters that are harmful to both humans and society. Digital elevation model (DEM) time series data are usually used to monitor dynamic changes or surface damage. To solve the problem of landslide deformation monitoring wi...

  • Article
  • Open Access
4 Citations
3,313 Views
17 Pages

Traditional deformation monitoring suffers from issues such as the point-based representation of surfaces and low measurement efficiency. Moreover, the majority of researchers study the deformation of slopes using methods such as 3S technology, synth...

  • Article
  • Open Access
17 Citations
5,568 Views
19 Pages

Deformation Monitoring and Analysis of Reservoir Dams Based on SBAS-InSAR Technology—Banqiao Reservoir

  • Zhiguo Pang,
  • Qingguang Jin,
  • Peng Fan,
  • Wei Jiang,
  • Juan Lv,
  • Pengjie Zhang,
  • Xiangrui Cui,
  • Chun Zhao and
  • Zhengjia Zhang

12 June 2023

Most dams in China have been operating for a long time and are products of the economic and technical limitations at the time of construction. Due to decades of aging engineering and ancillary problems, these reservoirs pose great threats to the safe...

  • Article
  • Open Access
3 Citations
2,548 Views
18 Pages

Assessment of Panorama Photogrammetry as a Tool for Long-Range Deformation Monitoring

  • Peyman Javadi,
  • Luis García-Asenjo,
  • Raquel Luján and
  • José Luis Lerma

22 May 2024

This study investigates panorama photogrammetry (PPh) as a potential method to collect massive 3D information for long-range deformation monitoring. Particularly, this study focuses on areas with measuring restrictions, i.e., inaccessible objects and...

  • Article
  • Open Access
42 Citations
6,063 Views
18 Pages

Deformation Prediction of Unstable Slopes Based on Real-Time Monitoring and DeepAR Model

  • Mei Dong,
  • Hongyu Wu,
  • Hui Hu,
  • Rafig Azzam,
  • Liang Zhang,
  • Zengrong Zheng and
  • Xiaonan Gong

22 December 2020

With increased urbanization, accidents related to slope instability are frequently encountered in construction sites. The deformation and failure mechanism of a landslide is a complex dynamic process, which seriously threatens people’s lives an...

  • Article
  • Open Access
27 Citations
5,758 Views
18 Pages

Deformation Monitoring for Chinese Traditional Timber Buildings Using Fiber Bragg Grating Sensors

  • Ni-Lei Li,
  • Shao-Fei Jiang,
  • Ming-Hao Wu,
  • Sheng Shen and
  • Ying Zhang

19 June 2018

The Fiber Bragg Grating (FBG) sensing technique is suitable for a wide variety of measurements, including temperature, pressure, acceleration, liquid level, etc., and has been applied to many bridges and buildings in the past two decades. The fact th...

  • Article
  • Open Access
1,419 Views
22 Pages

A Refined Multipath Correction Model for High-Precision GNSS Deformation Monitoring

  • Yan Chen,
  • Ran Lu,
  • Xingyu Zhou,
  • Mingkun Su and
  • Mingyuan Zhang

4 August 2025

In deformation monitoring, the severe GNSS multipath caused by reflective surfaces can significantly degrade positioning accuracy. However, traditional multipath mitigation methods often assume strong day-to-day repeatability of residual errors, whic...

  • Article
  • Open Access
15 Citations
3,874 Views
18 Pages

9 November 2024

Mobile laser scanning (MLS) has emerged as a pivotal tool for accurately collecting tunnel point cloud data and enabling the detection of tunnel deformation. This study introduces a novel approach for the precise monitoring of tunnel cross-section de...

  • Article
  • Open Access
19 Citations
3,764 Views
17 Pages

Deep Learning CNN-GRU Method for GNSS Deformation Monitoring Prediction

  • Yilin Xie,
  • Jun Wang,
  • Haiyang Li,
  • Azhong Dong,
  • Yanping Kang,
  • Jie Zhu,
  • Yawei Wang and
  • Yin Yang

8 May 2024

Hydraulic structures are the key national infrastructures, whose safety and stability are crucial for socio-economic development. Global Navigation Satellite System (GNSS) technology, as a high-precision deformation monitoring method, is of great sig...

  • Article
  • Open Access
1 Citations
709 Views
35 Pages

5 October 2025

Photogrammetry offers a non-contact and efficient alternative for monitoring structural deformation and is particularly suited to large or complex surfaces such as masonry walls. This study proposes a spatio-temporal photogrammetric refinement framew...

  • Article
  • Open Access
24 Citations
4,352 Views
19 Pages

Accuracy Improvement of Binocular Vision Measurement System for Slope Deformation Monitoring

  • Qijun Hu,
  • Ziyuan Feng,
  • Leping He,
  • Zihe Shou,
  • Junsen Zeng,
  • Jie Tan,
  • Yu Bai,
  • Qijie Cai and
  • Yucheng Gu

2 April 2020

This paper studies the limitations of binocular vision technology in monitoring accuracy. The factors affecting the surface displacement monitoring of the slope are analyzed mainly from system structure parameters and environment parameters. Based on...

  • Article
  • Open Access
327 Views
18 Pages

Monitoring-Based Assessment of Deformation Behavior and Support Effectiveness in a Deep Hard Rock Drift

  • Shaolong Qin,
  • Xingdong Zhao,
  • Jingyi Song,
  • Shuzhao Ma,
  • Fan Wang,
  • Chenxi Wang and
  • Yingjie Wang

29 January 2026

To reveal the real deformation behavior and control mechanism of surrounding rock in hard rock drifts under deep high-stress conditions, a systematic study was conducted involving engineering geological investigation, in situ monitoring of surroundin...

  • Article
  • Open Access
10 Citations
4,226 Views
16 Pages

A Novel Near-Real-Time GB-InSAR Slope Deformation Monitoring Method

  • Yuhan Su,
  • Honglei Yang,
  • Junhuan Peng,
  • Youfeng Liu,
  • Binbin Zhao and
  • Mengyao Shi

5 November 2022

In the past two decades, ground-based synthetic aperture radars (GB-SARs) have developed rapidly, providing a large amount of SAR data in minutes or even seconds. However, the real-time processing of big data is a challenge for the existing GB-SAR in...

  • Article
  • Open Access
6 Citations
2,476 Views
25 Pages

21 June 2025

To address the inefficiencies and limited spatial resolution of traditional single-point monitoring techniques, this study proposes a multi-scale analysis method that integrates the Multi-Scale Model-to-Model Cloud Comparison (M3C2) algorithm with le...

  • Article
  • Open Access
54 Citations
6,186 Views
21 Pages

23 January 2022

The Woda area in the upper Jinsha River has steep terrain and broken structures, causing landslide disasters frequently. Here, we used the distributed scatterer interferometric SAR (DS-InSAR) method to monitor and analyze the Woda landslide area. Wit...

  • Article
  • Open Access
2 Citations
3,127 Views
11 Pages

21 November 2024

When cracks appear in reinforced concrete (RC) structures, the tensile load will be borne by steel bars with high ductility, resulting in a large deformation. Traditional strain sensors have difficulties in achieving good performance for large deform...

  • Article
  • Open Access
5 Citations
1,462 Views
20 Pages

A Novel Intelligent Learning Method for Identifying Gross Errors in Dam Deformation Monitoring Series

  • Chunhui Fang,
  • Xue Wang,
  • Jianchao Li,
  • Luobin Wu,
  • Jiayi Wang and
  • Hao Gu

8 January 2025

In view of the problem that traditional dam outlier identification methods mostly rely on single-monitoring-point models and do not fully consider the spatio-temporal correlation characteristics of deformation between monitoring points, which can eas...

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