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A review of UAV integration in forensic civil engineering: From sensor technologies to geotechnical, structural and water infrastructure applications

MEASUREMENT (2024)

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Article Computer Science, Information Systems

Unmanned Aerial Vehicle (UAV) Forensics: The Good, The Bad, and the Unaddressed

Hudan Studiawan et al.

Summary: Unmanned Aerial Vehicles (UAVs) are increasingly being used for various purposes and there is a growing need for digital forensic investigations of UAV incidents. This paper provides a systematic survey of the academic literature on UAV forensics and identifies research trends, shortcomings in current models and frameworks, and proposes future research themes to enhance UAV forensic investigations.

COMPUTERS & SECURITY (2023)

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Article Computer Science, Artificial Intelligence

UAV imagery based potential safety hazard evaluation for high-speed railroad using Real-time instance segmentation

Yunpeng Wu et al.

Summary: In order to ensure a safe environment for high-speed railroad operations, potential safety hazards (PSHs) along the track need to be inspected and evaluated regularly. Using an unmanned aerial vehicle (UAV) can complement visual inspections and provide a better view from the top, thereby easing safety concerns. This study develops an automatic PSH detection framework called YOLARC using UAV imagery and achieves high detection rate and processing speed.

ADVANCED ENGINEERING INFORMATICS (2023)

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Article Construction & Building Technology

Automatic bridge crack detection using Unmanned aerial vehicle and Faster R-CNN

Ruoxian Li et al.

Summary: This paper introduces the use of deep learning and UAVs for bridge crack detection, including the selection of stable imaging distance range and the proposal of a Two-RTSs system for hovering accuracy. The Faster R-CNN algorithm based on VGG16 transfer learning is utilized for crack detection, achieving high precision and recall rates of 92.03% and 96.26%, respectively. This study demonstrates the potential of using UAVs and Faster R-CNN for efficient and accurate bridge crack detection.

CONSTRUCTION AND BUILDING MATERIALS (2023)

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Article Engineering, Environmental

Remote sensing identification of urban water pollution source types using hyperspectral data

Xiaolan Cai et al.

Summary: Due to rapid urbanisation, urban water quality has been degraded by increased pollutants. A remote sensing identification method for urban water pollution sources, using unmanned aerial vehicle (UAV) hyperspectral images, was established. By analyzing fluorescent components and spectral indices, four types of pollution sources (domestic sewage, terrestrial input, agricultural and algal, and industrial wastewater) were identified. Optical parameters were used to develop an identification method with a recognition accuracy exceeding 70% for the four pollution sources, expanding the application of remote sensing technologies for urban water quality management.

JOURNAL OF HAZARDOUS MATERIALS (2023)

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Article Engineering, Multidisciplinary

Effects of weight and drop height of hammer on dynamic cone penetration test in loose layer

Geunwoo Park et al.

Summary: The effects of hammer weight and drop height on compression stress, transferred energy, and strength index in loose layer were evaluated in this study using an instrumented dynamic cone penetrometer (IDCP). The dynamic responses and penetration index from the IDCP were obtained with different hammer weights and drop heights. The results showed that the compression stress and transferred energy varied at the rod head and cone tip with respect to the hammer weight and drop height. Furthermore, the IDCPI also varied according to the hammer weight and drop height, even with identical potential energy.

MEASUREMENT (2023)

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Article Engineering, Civil

Experimental study on the collapse response of flat slab structures with drop panels under gravity loading condition

Nguyen Trung Hieu et al.

Summary: This paper presents experimental results on the collapse behavior of two reinforced concrete flat slab assemblies subjected to uniformly distributed loads. The main differences between the assemblies were the higher collapse load of one assembly due to additional slab extension and the load redistribution pattern. Both assemblies exhibited elastic behavior until cracking values were reached, followed by stiffness degradation and a long plateau near collapse. Ductile behavior with large deformation capacity was observed in the inelastic region.

STRUCTURES (2023)

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Article Computer Science, Interdisciplinary Applications

BIM-supported drone path planning for building exterior surface inspection

Xiongwei Huang et al.

Summary: This study combines BIM and drone technology to propose a systematic approach for generating feasible inspection paths for exterior building surfaces. By combining basic and advanced functions, high coverage rates, obstacle avoidance, and collision-free operation can be achieved while enhancing computation efficiency. The effectiveness of the method is demonstrated through a case study and simulation experiments.

COMPUTERS IN INDUSTRY (2023)

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Article Computer Science, Artificial Intelligence

Drone mapping of damage information in GPS-Denied disaster sites

Nipun D. Nath et al.

Summary: The increasing frequency of natural disasters in recent years has prompted governments worldwide to reform their disaster management policies. Advancements in technology have improved data collection efficiency and provided new opportunities for data analytics. This paper introduces a method for mapping disaster impact information in drone videos without using GPS data.

ADVANCED ENGINEERING INFORMATICS (2022)

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Article Computer Science, Artificial Intelligence

Improved similarity assessment and spectral clustering for unsupervised linking of data extracted from bridge inspection reports

Kaijian Liu et al.

Summary: Textual bridge inspection reports are important for data-driven bridge deterioration prediction and maintenance decision making. This paper proposes a spectral clustering-based method for unsupervised data linking, which reduces dimensionality and information loss by linking multiple records that describe the same entity and type of instances.

ADVANCED ENGINEERING INFORMATICS (2022)

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Article Remote Sensing

Monitoring of a landmark bridge using SAR interferometry coupled with engineering data and forensics

Olga Markogiannaki et al.

Summary: Infrastructure monitoring is essential for evaluating capacity and functionality loss, and this study proposes a hybrid approach using D-TomoSAR techniques and engineering forensics to assess the structural condition of a landmark bridge. By analyzing displacement products and deformation trends, potential deterioration issues and vulnerable deck locations are identified, providing valuable evidence for decision-making.

INTERNATIONAL JOURNAL OF REMOTE SENSING (2022)

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Article Chemistry, Analytical

Development of Multiple UAV Collaborative Driving Systems for Improving Field Phenotyping

Hyeon-Seung Lee et al.

Summary: The collaborative driving system based on unmanned aerial vehicle remote sensing technology can improve the accuracy of crop monitoring and reduce measurement errors. By simultaneously collecting images from multiple perspectives and improving phenotypic measurements through cooperation and collision avoidance algorithms between drones. Comparative experiments in virtual environments and actual fields demonstrate that the system has high flight accuracy.

SENSORS (2022)

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Article Engineering, Environmental

UAV-based landfill operation monitoring: A year of volume and topographic measurements

Caio Cesar de Sousa Mello et al.

Summary: This study verifies the accuracy and application range of UAV photogrammetry in landfill monitoring, and its advantages compared to traditional survey procedures. The results demonstrate that UAV aerial photogrammetry provides efficient operational performance and effective information for landfill projects.

WASTE MANAGEMENT (2022)

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Article Water Resources

Unmanned Aerial System-Based Multispectral Water Quality Monitoring in the Iberian Pyrite Belt (SW Spain)

Melisa A. Isgro et al.

Summary: This study utilized high-resolution multispectral data acquired by unmanned aerial drones combined with in situ chemical data to assess water quality parameters related to mining-associated water pollution. Reliable empirical models were developed using regression analysis to generate spatial distribution maps for effective monitoring of acid mine drainage.

MINE WATER AND THE ENVIRONMENT (2022)

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Article Computer Science, Artificial Intelligence

An ontology to represent geospatial data to support building renovation

Maryam Daneshfar et al.

Summary: This study aims to establish a common framework for the surrounding data required in building renovation. It has practical implications for engineers by providing a shared knowledge framework, and for software developers by providing a foundation for integrating BIM and GIS data for renovation purposes.

ADVANCED ENGINEERING INFORMATICS (2022)

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Article Construction & Building Technology

Convolutional neural-network-based automatic dam-surface seepage defect identification from thermograms collected from UAV-mounted thermal imaging camera

Zheng-fang Wang et al.

Summary: In this study, a novel convolutional neural network is proposed to automatically identify dam-surface seepage from low-resolution thermograms. The method achieves superior results by reducing false alarms caused by background interference and accurately identifying seepage profiles. Experimental results confirm the effectiveness of the proposed network.

CONSTRUCTION AND BUILDING MATERIALS (2022)

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Article Chemistry, Analytical

SMART SKY EYE System for Preliminary Structural Safety Assessment of Buildings Using Unmanned Aerial Vehicles

Jaehoon Bae et al.

Summary: Unmanned aerial vehicles (UAVs) are increasingly used for safety surveillance in the construction industry and civil engineering fields globally. This paper presents an aerial image-based approach using UAVs to inspect cracks and deformations in buildings, and introduces an advanced safety evaluation method.

SENSORS (2022)

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Article Environmental Sciences

Machine Learning-Based Concrete Crack Depth Prediction Using Thermal Images Taken under Daylight Conditions

Min Jae Park et al.

Summary: This study introduces a nondestructive and noncontact testing method using thermal images and machine learning to detect the depth of concrete cracks. By measuring the temperature of cracks and surfaces and considering relevant parameters, the crack depth can be accurately predicted. Different machine learning algorithms are compared to identify the best algorithm.

REMOTE SENSING (2022)

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Article Environmental Sciences

Structural Stability Evaluation of Existing Buildings by Reverse Engineering with 3D Laser Scanner

Arum Jang et al.

Summary: This study proposes a new method for evaluating building stability using a 3D laser scanner and verifies it through the example of an underground parking lot. The results of the study show that using a 3D laser scanner for building stability assessment is accurate and efficient.

REMOTE SENSING (2022)

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Review Construction & Building Technology

Asphalt pavement density measurement using non-destructive testing methods: current practices, challenges, and future vision

Siqi Wang et al.

Summary: This article reviews the latest and best non-destructive testing methods for asphalt concrete pavement density measurements, including non-nuclear density gauge, intelligent compaction, infrared thermography, and ground-penetrating radar. The basic principles, advantages, limitations, and factors affecting density measurement accuracy of these methods are documented. Possible NDT hardware integration platforms are also discussed.

CONSTRUCTION AND BUILDING MATERIALS (2022)

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Article Geosciences, Multidisciplinary

An expeditious approach for slope stability assessment using integrated 2D electrical resistivity tomography and unmanned aerial vehicle survey

Muhammad Junaid et al.

Summary: A comprehensive slope stability assessment of two sites was conducted using an integrated approach of UAV survey and 2D ERT survey. The results showed that Site 1 was prone to flexure toppling and wedge failure, while some intersections at Site 2 were favorable for wedge formations. The study demonstrated that the integrated approach was rapid, inexpensive, and feasible for comprehensive slope stability assessment.

JOURNAL OF APPLIED GEOPHYSICS (2022)

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Article Environmental Sciences

A Multi-Step Approach for Optically Active and Inactive Water Quality Parameter Estimation Using Deep Learning and Remote Sensing

Mehreen Ahmed et al.

Summary: This study investigates a hybrid remote sensing and deep learning approach for forecasting water quality parameter concentrations. The results suggest that the bidirectional LSTM model performs better in predicting both optically active and inactive water quality parameters.

WATER (2022)

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Review Construction & Building Technology

Towards fully automated unmanned aerial vehicle-enabled bridge inspection: Where are we at?

Cheng Zhang et al.

Summary: This study conducts a systematic review of 115 journal articles to understand the level of automation in UAV-enabled bridge inspection (UBI) and highlight challenges and future research opportunities.

CONSTRUCTION AND BUILDING MATERIALS (2022)

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Article Engineering, Multidisciplinary

Structural state estimation of earthquake-damaged building structures by using UAV photogrammetry and point cloud segmentation

Runze Yu et al.

Summary: In this study, a point cloud-based structural component segmentation approach is proposed to accurately estimate the inclination and residual drift of earthquake-damaged structures. Through validation on real-world buildings, the results demonstrate high precision deformation estimation capabilities of the proposed method.

MEASUREMENT (2022)

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Article Environmental Sciences

Surface Subsidence Monitoring Induced by Underground Coal Mining by Combining DInSAR and UAV Photogrammetry

Yafei Zhang et al.

Summary: Surface subsidence caused by coal mining is a significant factor affecting the sustainable development of mining districts. This study proposes combining DInSAR and UAV photogrammetry to achieve high-precision monitoring of mining subsidence areas, which proves to be more accurate than using either technology alone.

REMOTE SENSING (2022)

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Article Engineering, Environmental

Multi-approach for the assessment of rock slope stability using in-field and UAV investigations

Francesco Filice et al.

Summary: This study conducted geomechanical investigations on a carbonate rock scarp in San Donato di Ninea village, Italy, using a multi-approach including in-field investigations, geophysical surveys, and high-resolution drone images. The findings revealed unstable slope conditions and a high jointing rock mass. The 3D dense point cloud model and digital investigations provided valuable insights into the geological features and fracturing degree of the escarpment.

BULLETIN OF ENGINEERING GEOLOGY AND THE ENVIRONMENT (2022)

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Review Engineering, Chemical

Fouling control in SWRO desalination during harmful algal blooms: A historical review and future developments

Abayomi Babatunde Alayande et al.

Summary: Harmful algal blooms pose a significant challenge to the operation of seawater reverse osmosis desalination plants. This study reviews the historical changes and current status of pretreatment applications for large desalination plants and evaluates the efficiency of these systems in mitigating the impact of harmful algal blooms. The study also proposes future strategies for intelligent monitoring, improvement of unit processes, and utilization of algal biomass for greener operation.

DESALINATION (2022)

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Article Environmental Sciences

Evaluation of Unoccupied Aircraft System (UAS) Remote Sensing Reflectance Retrievals for Water Quality Monitoring in Coastal Waters

Anna E. Windle et al.

Summary: Unoccupied aircraft systems equipped with multispectral sensors can be used to derive water quality properties in coastal waters. Removal of surface reflected light from total UAS radiance measurements improves accuracy in water quality estimates. Multiple linear regressions applied to UAS derived measurements result in comparable relative error to existing coastal water quality algorithms, providing guidance for future improvements in monitoring water quality.

FRONTIERS IN ENVIRONMENTAL SCIENCE (2021)

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Article

Aerial robotic technologies for civil engineering: established and emerging practice

M.R. Freeman et al.

Journal of Unmanned Vehicle Systems (2021)

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Article Computer Science, Interdisciplinary Applications

Homography-based structural displacement measurement for large structures using unmanned aerial vehicles

Yufeng Weng et al.

Summary: Structural displacement is an important indicator for evaluating the health of civil infrastructure. A new framework utilizing a two-layer feedforward neural network is proposed to extract structural displacement from videos captured by a UAV-mounted camera. The efficacy of this approach is demonstrated through validation on laboratory models and real-world structures in China.

COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING (2021)

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Correction Multidisciplinary Sciences

Weather constraints on global drone flyability (vol 11, 12092, 2021)

Mozhou Gao et al.

SCIENTIFIC REPORTS (2021)

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Article Computer Science, Artificial Intelligence

Unmanned aerial vehicle based low carbon monitoring planning

Wen Yi et al.

Summary: This paper discusses optimizing the speed profile of UAVs for monitoring tasks, proposing a linear programming solution. The study suggests flying at lower speeds on important segments to conserve battery life, providing guidance for users when purchasing or renting drones.

ADVANCED ENGINEERING INFORMATICS (2021)

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Article Environmental Sciences

UAV-Borne Hyperspectral Imaging Remote Sensing System Based on Acousto-Optic Tunable Filter for Water Quality Monitoring

Hong Liu et al.

Summary: UAV hyperspectral remote sensing technology has unique advantages in high-precision quantitative analysis of non-contact water surface source concentration. A UAV-based hyperspectral imaging remote sensing system was designed and tested, using the new AOTF technology for laboratory calibration and ground water quality monitoring activities.

REMOTE SENSING (2021)

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Article Environmental Sciences

Monitoring and Quantitative Human Risk Assessment of Municipal Solid Waste Landfill Using Integrated Satellite-UAV-Ground Survey Approach

Shuai Zhang et al.

Summary: This study combined multiple technical methods to monitor and assess the deformation of Tianziling landfill in China, proposing a quantitative risk assessment method. The research found that the comprehensive use of various technical methods can help better understand the evolution of the landfill and accurately assess risks.

REMOTE SENSING (2021)

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Article Chemistry, Multidisciplinary

UAV-Based Evaluation of Rockfall Hazard in the Cultural Heritage Area of Kipinas Monastery, Greece

Ioakeim Konstantinidis et al.

Summary: Rockfall events are hazardous geological phenomena in mountainous landscapes, with potentially catastrophic consequences near human environments. Utilizing Unmanned Aerial Vehicles, a new semi-quantitative rating system was proposed to conduct detailed hazard and risk assessments in a cultural heritage area in Greece, showing the effectiveness of combining innovative remote sensing technologies with traditional engineering geological field surveys.

APPLIED SCIENCES-BASEL (2021)

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Article Engineering, Multidisciplinary

A portable three-component displacement measurement technique using an unmanned aerial vehicle (UAV) and computer vision: A proof of concept

Brandon J. Perry et al.

Summary: This study proposes a new remote sensing technique utilizing a UAV platform and contact-free sensors to measure the three-component dynamic displacement of three-dimensional structures. The integration of optical and IR cameras with a UAV platform, along with the development of new data post-processing algorithms, allows for extracting the 3C displacement of a 3D structure simultaneously from optical and IR videos. The effectiveness of this technique is demonstrated through laboratory experiments.

MEASUREMENT (2021)

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Article Construction & Building Technology

A UAV-based machine vision method for bridge crack recognition and width quantification through hybrid feature learning

Xiong Peng et al.

Summary: An UAV-based machine vision method for bridge crack recognition and width quantification is proposed in this paper. The method combines R-FCN network and Haar-AdaBoost for effective crack identification and quantification of crack width using object distance data. The proposed method achieves over 90% precision in real bridge crack width quantification, as demonstrated in a case study of Xiangjiang River bridge inspection.

CONSTRUCTION AND BUILDING MATERIALS (2021)

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Article Engineering, Geological

Methodology for Resloping of Rock Slope Using 3D Models from UAV-CRP Technology

Surya Sarat Chandra Congress et al.

Summary: This paper discusses a case study of analyzing highly weathered rock slopes next to a railroad track in Texas using close-range photogrammetry data from an unmanned aerial vehicle. By conducting 2D and 3D limit equilibrium method analyses, safe resloping angles were obtained to determine the safe and economic slope angles for the rock-cut sides. The study showcases a comprehensive framework for assessing the stability of rock slopes undergoing circular failure based on realistic geometric slopes developed from aerial imagery.

JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING (2021)

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Article Chemistry, Analytical

Industrial Masonry Chimney Geometry Analysis: A Total Station Based Evaluation of the Unmanned Aerial System Photogrammetry Approach

Mladen Zrinjski et al.

Summary: Monitoring and analyzing the inclination of industrial chimneys is essential for stability, as neglect can lead to hazards. While various modern methods for determining chimneys' geometrical parameters exist, there is limited research on the applicability of UAS-based photogrammetric approaches. This study focuses on determining the structural parameters of a masonry chimney using two methods, with experimental results showing that while UAS-based surveys are possible, attention to the accuracy of the generated point cloud is crucial.

SENSORS (2021)

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Article Chemistry, Analytical

A Fishery Water Quality Monitoring and Prediction Evaluation System for Floating UAV Based on Time Series

Lei Cheng et al.

Summary: This paper developed an integrated system for fishery water quality monitoring and prediction evaluation using Internet of Things and air-water amphibious UAV technology. Real-time monitoring is achieved by a six-rotor floating UAV with water quality sensors, and data prediction is done through a time series comprehensive analysis algorithm. Experiments confirmed the system's effectiveness in evaluating fishery water quality under different weather conditions.

SENSORS (2021)

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Article Engineering, Civil

Geotechnical slope stability and rockfall debris related safety assessments of rock cuts adjacent to a rail track using aerial photogrammetry data analysis

Surya Sarat Chandra Congress et al.

Summary: Unmanned aerial vehicles (UAVs) combined with photogrammetry techniques are widely used for monitoring mountainous infrastructure. Aerial inspection and imaging of remote rock-cuts allow for comprehensive safety assessment and analysis, evaluating rockfall safety zones and boundaries.

TRANSPORTATION GEOTECHNICS (2021)

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Article Environmental Sciences

Evaluation of Total Nitrogen in Water via Airborne Hyperspectral Data: Potential of Fractional Order Discretization Algorithm and Discrete Wavelet Transform Analysis

Jinhua Liu et al.

Summary: Using discrete wavelet transform (DWT) processing significantly improved the sensitivity and correlation of total nitrogen in water. The transformed spectral information enhanced the accuracy of the total nitrogen model, especially for FOD after DWT.

REMOTE SENSING (2021)

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Article Computer Science, Artificial Intelligence

Convolutional neural networks for object detection in aerial imagery for disaster response and recovery

Yalong Pi et al.

ADVANCED ENGINEERING INFORMATICS (2020)

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Article Geography, Physical

Remotely sensed rivers in the Anthropocene: state of the art and prospects

Herve Piegay et al.

EARTH SURFACE PROCESSES AND LANDFORMS (2020)

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Article Engineering, Geological

Identifying and mapping potentially adverse discontinuities in underground excavations using thermal and multispectral UAV imagery

Ryan M. Turner et al.

ENGINEERING GEOLOGY (2020)

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Article Environmental Sciences

Remote sensing of coastal algal blooms using unmanned aerial vehicles (UAVs)

K. H. Cheng et al.

MARINE POLLUTION BULLETIN (2020)

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Article Engineering, Multidisciplinary

Applying unmanned aerial vehicle photogrammetry for measuring dimension of structural elements in traditional timber building

Gi Young Jeong et al.

MEASUREMENT (2020)

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Article Computer Science, Artificial Intelligence

Deep neural network based framework for complex correlations in engineering metrics

Vahid Asghari et al.

ADVANCED ENGINEERING INFORMATICS (2020)

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Article Engineering, Environmental

The use of unmanned aerial vehicles (UAVs) for engineering geology applications

Daniele Giordan et al.

BULLETIN OF ENGINEERING GEOLOGY AND THE ENVIRONMENT (2020)

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Article Environmental Sciences

Correcting Image Refraction: Towards Accurate Aerial Image-Based Bathymetry Mapping in Shallow Waters

Panagiotis Agrafiotis et al.

REMOTE SENSING (2020)

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Article Environmental Sciences

Improved CNN Classification Method for Groups of Buildings Damaged by Earthquake, Based on High Resolution Remote Sensing Images

Haojie Ma et al.

REMOTE SENSING (2020)

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Article Chemistry, Multidisciplinary

TLS for Dynamic Measurement of the Elastic Line of Bridges

Serena Artese et al.

APPLIED SCIENCES-BASEL (2020)

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Article Geography, Physical

Above-ground biomass estimation and yield prediction in potato by using UAV-based RGB and hyperspectral imaging

Bo Li et al.

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (2020)

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Article Environmental Sciences

An UAV and Satellite Multispectral Data Approach to Monitor Water Quality in Small Reservoirs

Carmen Cillero Castro et al.

REMOTE SENSING (2020)

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Article Computer Science, Artificial Intelligence

Real-time smart video surveillance to manage safety: A case study of a transport mega-project

Hanbin Luo et al.

ADVANCED ENGINEERING INFORMATICS (2020)

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Review Engineering, Aerospace

Current technologies and challenges of applying fuel cell hybrid propulsion systems in unmanned aerial vehicles

Bin Wang et al.

PROGRESS IN AEROSPACE SCIENCES (2020)

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Article Environmental Sciences

Low-Cost Unmanned Aerial Multispectral Imagery for Siltation Monitoring in Reservoirs

Diogo Olivetti et al.

REMOTE SENSING (2020)

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Article Environmental Sciences

Morphological Band Registration of Multispectral Cameras for Water Quality Analysis with Unmanned Aerial Vehicle

Wonkook Kim et al.

REMOTE SENSING (2020)

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Review Geography, Physical

Efficient structure from motion for large-scale UAV images: A review and a comparison of SfM tools

San Jiang et al.

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (2020)

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Review Green & Sustainable Science & Technology

Revolutionising building inspection techniques to meet large-scale energy demands: A review of the state-of-the-art

M. Hasan Shariq et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2020)

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Article Geochemistry & Geophysics

Geoscientists in the Sky: Unmanned Aerial Vehicles Responding to Geohazards

R. Antoine et al.

SURVEYS IN GEOPHYSICS (2020)

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Review Construction & Building Technology

A scoping review of non-destructive testing (NDT) techniques in building performance diagnostic inspections

Yasser El Masri et al.

CONSTRUCTION AND BUILDING MATERIALS (2020)

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Article Geography, Physical

Mapping forest tree species in high resolution UAV-based RGB-imagery by means of convolutional neural networks

Felix Schiefer et al.

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (2020)

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Article Environmental Sciences

Oil Spill Detection Using Machine Learning and Infrared Images

Thomas De Kerf et al.

REMOTE SENSING (2020)

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Proceedings Paper Computer Science, Artificial Intelligence

MAPPING RED TIDE INTENSITY USING MULTISPECTRAL CAMERA ON UNMANNED AERIAL VEHICLE: A CASE STUDY IN KOREAN SOUTH COAST

Wonkook Kim et al.

IGARSS 2020 - 2020 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (2020)

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Article Engineering, Geological

Evaluation of UAV-CRP Data for Monitoring Transportation Infrastructure Constructed over Expansive Soils

Surya Sarat Chandra Congress et al.

INDIAN GEOTECHNICAL JOURNAL (2020)

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Article Remote Sensing

Adaptive Water Sampling Device for Aerial Robots

Cengiz Koparan et al.

DRONES (2020)

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Article Engineering, Multidisciplinary

Virtual reconstruction of damaged archaeological sites based on Unmanned Aerial Vehicle Photogrammetry and 3D modelling. Study case of a southeastern Iberia production area in the Bronze Age

Fernando Carvajal-Ramirez et al.

MEASUREMENT (2019)

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Article Environmental Sciences

Towards Real-Time Building Damage Mapping with Low-Cost UAV Solutions

Francesco Nex et al.

REMOTE SENSING (2019)

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Article Environmental Sciences

Unmanned aerial system based spectroradiometer for monitoring harmful algal blooms: A new paradigm in water quality monitoring

Richard H. Becker et al.

JOURNAL OF GREAT LAKES RESEARCH (2019)

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Article Engineering, Multidisciplinary

Identification of rut and pothole by using multirotor unmanned aerial vehicle (UAV)

Azri Mat Saad et al.

MEASUREMENT (2019)

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Article Engineering, Civil

Applications of UAVs in Civil Infrastructure

William W. Greenwood et al.

JOURNAL OF INFRASTRUCTURE SYSTEMS (2019)

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Article Environmental Sciences

Development of Real-time HABs Detection Technique Using Unmanned Aerial Vehicle (UAV)

Tae Woo Kim et al.

JOURNAL OF COASTAL RESEARCH (2019)

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Article Environmental Sciences

A New Algorithm to Estimate Chlorophyll-A Concentrations in Turbid Yellow Sea Water Using a Multispectral Sensor in a Low-Altitude Remote Sensing System

Ji-Yeon Baek et al.

REMOTE SENSING (2019)

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Article Computer Science, Artificial Intelligence

Detecting, locating, and characterizing voids in disaster rubble for search and rescue

Da Hu et al.

ADVANCED ENGINEERING INFORMATICS (2019)

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Article Environmental Sciences

Structural Building Damage Detection with Deep Learning: Assessment of a State-of-the-Art CNN in Operational Conditions

Francesco Nex et al.

REMOTE SENSING (2019)

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Review Agronomy

Unmanned Aircraft System (UAS) Technology and Applications in Agriculture

Samuel C. Hassler et al.

AGRONOMY-BASEL (2019)

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Article Computer Science, Information Systems

A Method Based on Multi-Sensor Data Fusion for UAV Safety Distance Diagnosis

Wenbin Zhang et al.

ELECTRONICS (2019)

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Article Computer Science, Information Systems

Unmanned Aerial Vehicles (UAVs): A Survey on Civil Applications and Key Research Challenges

Hazim Shakhatreh et al.

IEEE ACCESS (2019)

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Article Engineering, Civil

Unmanned aerial vehicle inspection of the Placer River Trail Bridge through image-based 3D modelling

Ali Khaloo et al.

STRUCTURE AND INFRASTRUCTURE ENGINEERING (2018)

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Water quality monitoring in smart city: A pilot project

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AUTOMATION IN CONSTRUCTION (2018)

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Review Construction & Building Technology

Review of Unmanned Aerial System (UAS) applications in the built environment: Towards automated building inspection procedures using drones

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AUTOMATION IN CONSTRUCTION (2018)

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Infrared thermography model for automated detection of delamination in RC bridge decks

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State-of-the-art technologies for UAV inspections

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IET RADAR SONAR AND NAVIGATION (2018)

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A Multidimensional Framework for Unmanned Aerial System Applications in Construction Project Management

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JOURNAL OF MANAGEMENT IN ENGINEERING (2018)

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Article Environmental Sciences

Improving Landslide Detection from Airborne Laser Scanning Data Using Optimized Dempster-Shafer

Mustafa Ridha Mezaal et al.

REMOTE SENSING (2018)

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Review Construction & Building Technology

Feasibility study for drone-based masonry construction of real-scale structures

Sebastien Goessens et al.

AUTOMATION IN CONSTRUCTION (2018)

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Article Geography, Physical

UAV-based multispectral remote sensing for precision agriculture: A comparison between different cameras

Lei Deng et al.

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (2018)

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Article Remote Sensing

Facility inspection using UAVs: a case study in the University of Georgia campus

Julian Moore et al.

INTERNATIONAL JOURNAL OF REMOTE SENSING (2018)

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Empirical Study on Structural Safety Diagnosis of Large-Scale Civil Infrastructure Using Laser Scanning and BIM

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SUSTAINABILITY (2018)

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Improving reliability in forensic engineering: the Delft approach

Karel Terwel et al.

PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-FORENSIC ENGINEERING (2018)

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Article Geochemistry & Geophysics

Training Deep Convolutional Neural Networks for Land-Cover Classification of High-Resolution Imagery

Grant J. Scott et al.

IEEE GEOSCIENCE AND REMOTE SENSING LETTERS (2017)

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Assessing very high resolution UAV imagery for monitoring forest health during a simulated disease outbreak

Jonathan P. Dash et al.

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (2017)

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The impacts of environmental variables on water reflectance measured using a lightweight unmanned aerial vehicle (UAV)-based spectrometer system

Chuiqing Zeng et al.

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (2017)

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Predicting grain yield in rice using multi-temporal vegetation indices from UAV-based multispectral and digital imagery

X. Zhou et al.

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (2017)

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Hyperspectral image analysis techniques for the detection and classification of the early onset of plant disease and stress

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PLANT METHODS (2017)

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Classifications, applications, and design challenges of drones: A review

M. Hassanalian et al.

PROGRESS IN AEROSPACE SCIENCES (2017)

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Sensing an intense phytoplankton bloom in the western Taiwan Strait from radiometric measurements on a UAV

Shaoling Shang et al.

REMOTE SENSING OF ENVIRONMENT (2017)

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Review Environmental Sciences

Hyperspectral Imaging: A Review on UAV-Based Sensors, Data Processing and Applications for Agriculture and Forestry

Telmo Adao et al.

REMOTE SENSING (2017)

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Proceedings Paper Geography, Physical

TOWARDS A MORE EFFICIENT DETECTION OF EARTHQUAKE INDUCED FACADE DAMAGES USING OBLIQUE UAV IMAGERY

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INTERNATIONAL CONFERENCE ON UNMANNED AERIAL VEHICLES IN GEOMATICS (VOLUME XLII-2/W6) (2017)

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Integration of modern remote sensing technologies for faster utility mapping and data extraction

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CONSTRUCTION AND BUILDING MATERIALS (2017)

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Remote sensing of concrete bridge decks using unmanned aerial vehicle infrared thermography

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AUTOMATION IN CONSTRUCTION (2017)

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Rahbin: A quadcopter unmanned aerial vehicle based on a systematic image processing approach toward an automated asphalt pavement inspection

H. Zakeri et al.

AUTOMATION IN CONSTRUCTION (2016)

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Bridge deck delamination identification from unmanned aerial vehicle infrared imagery

A. Ellenberg et al.

AUTOMATION IN CONSTRUCTION (2016)

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Erosion processes in calanchi in the Upper Orcia Valley, Southern Tuscany, Italy based on multitemporal high-resolution terrestrial LiDAR and UAV surveys

F. Neugirg et al.

GEOMORPHOLOGY (2016)

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Review Geography, Physical

Remote sensing platforms and sensors: A survey

Charles Toth et al.

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (2016)

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Exploratory Study of Potential Applications of Unmanned Aerial Systems for Construction Management Tasks

Javier Irizarry et al.

JOURNAL OF MANAGEMENT IN ENGINEERING (2016)

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Article Geosciences, Multidisciplinary

Mapping folds and fractures in basement and cover rocks using UAV photogrammetry, Cape Liptrap and Cape Paterson, Victoria, Australia

Stefan A. Vollgger et al.

JOURNAL OF STRUCTURAL GEOLOGY (2016)

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Article Geosciences, Multidisciplinary

Drone with thermal infrared camera provides high resolution georeferenced imagery of the Waikite geothermal area, New Zealand

M. C. Harvey et al.

JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH (2016)

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Article Green & Sustainable Science & Technology

Thermal infrared imaging of geothermal environments and by an unmanned aerial vehicle (UAV): A case study of the Wairakei - Tauhara geothermal field, Taupo, New Zealand

Abdul Nishar et al.

RENEWABLE ENERGY (2016)

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Review Chemistry, Analytical

A Comprehensive Review on Water Quality Parameters Estimation Using Remote Sensing Techniques

Mohammad Haji Gholizadeh et al.

SENSORS (2016)

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First insights on the potential of Sentinel-1 for landslides detection

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GEOMATICS NATURAL HAZARDS & RISK (2016)

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Vision-Based Automated Crack Detection for Bridge Inspection

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COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING (2015)

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Automatic registration of UAV-borne sequent images and LiDAR data

Bisheng Yang et al.

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (2015)

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Article Geography, Physical

Overview and Current Status of Remote Sensing Applications Based on Unmanned Aerial Vehicles (UAVs)

Gonzalo Pajares

PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING (2015)

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Time Series Analysis of Landslide Dynamics Using an Unmanned Aerial Vehicle (UAV)

Darren Turner et al.

REMOTE SENSING (2015)

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Image-based modeling of built environment from an unmanned aerial system

Pablo Rodriguez-Gonzalvez et al.

AUTOMATION IN CONSTRUCTION (2014)

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Article Construction & Building Technology

Mobile 3D mapping for surveying earthwork projects using an Unmanned Aerial Vehicle (UAV) system

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AUTOMATION IN CONSTRUCTION (2014)

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Rainfall conditions, typhoon frequency, and contemporary landslide erosion in Japan

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GEOLOGY (2014)

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Review Geography, Physical

Unmanned aerial systems for photogrammetry and remote sensing: A review

I. Colomina et al.

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (2014)

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Autonomous Capabilities for Small Unmanned Aerial Systems Conducting Radiological Response: Findings from a High-fidelity Discovery Experiment

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JOURNAL OF FIELD ROBOTICS (2014)

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Review Geosciences, Multidisciplinary

Ground-based and UAV-Based photogrammetry: A multi-scale, high-resolution mapping tool for structural geology and paleoseismology

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JOURNAL OF STRUCTURAL GEOLOGY (2014)

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Mapping landslide displacements using Structure from Motion (SfM) and image correlation of multi-temporal UAV photography

Arko Lucieer et al.

PROGRESS IN PHYSICAL GEOGRAPHY-EARTH AND ENVIRONMENT (2014)

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A review of rotorcraft Unmanned Aerial Vehicle (UAV) developments and applications in civil engineering

Peter Liu et al.

SMART STRUCTURES AND SYSTEMS (2014)

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Image-based mapping of surface fissures for the investigation of landslide dynamics

Andre Stumpf et al.

GEOMORPHOLOGY (2013)

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Geomorphological mapping with a small unmanned aircraft system (sUAS): Feature detection and accuracy assessment of a photogrammetrically-derived digital terrain model

Chris H. Hugenholtz et al.

GEOMORPHOLOGY (2013)

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Article Environmental Sciences

Processing and Assessment of Spectrometric, Stereoscopic Imagery Collected Using a Lightweight UAV Spectral Camera for Precision Agriculture

Eija Honkavaara et al.

REMOTE SENSING (2013)

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Landslide inventory maps: New tools for an old problem

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EARTH-SCIENCE REVIEWS (2012)

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UAV-based remote sensing of the Super-Sauze landslide: Evaluation and results

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ENGINEERING GEOLOGY (2012)

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Airborne sensors for detecting large marine debris at sea

Timothy S. Veenstra et al.

MARINE POLLUTION BULLETIN (2012)

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Use of LIDAR in landslide investigations: a review

Michel Jaboyedoff et al.

NATURAL HAZARDS (2012)

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Unmanned Aerial Vehicle (UAV) for Monitoring Soil Erosion in Morocco

Sebastian d'Oleire-Oltmanns et al.

REMOTE SENSING (2012)

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Forensic engineering and collapse databases

Denys Breysse

PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-FORENSIC ENGINEERING (2012)

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Seasonal landslide mapping and estimation of landslide mobilization rates using aerial and satellite images

F. Fiorucci et al.

GEOMORPHOLOGY (2011)

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Safety, Security, and Rescue Missions with an Unmanned Aerial Vehicle (UAV) Aerial Mosaicking and Autonomous Flight at the 2009 European Land Robots Trials (ELROB) and the 2010 Response Robot Evaluation Exercises (RREE)

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JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS (2011)

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Mapping biomass and stress in the Sierra Nevada using lidar and hyperspectral data fusion

Anu Swatantran et al.

REMOTE SENSING OF ENVIRONMENT (2011)

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Article Environmental Sciences

Semi-automatic recognition and mapping of rainfall induced shallow landslides using optical satellite images

A. C. Mondini et al.

REMOTE SENSING OF ENVIRONMENT (2011)

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Surface crack detection by flash thermography on concrete surface

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INSIGHT (2008)

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Modeling terrestrial laser scanner data for precise structural deformation measurement

Stuart J. Gordon et al.

JOURNAL OF SURVEYING ENGINEERING-ASCE (2007)

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Remote-sensing techniques for analysing landslide kinematics: a review

Christophe Delacourt et al.

BULLETIN DE LA SOCIETE GEOLOGIQUE DE FRANCE (2007)

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Water quality monitoring using a smart sensing system

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MEASUREMENT (2000)

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