Articles | Volume 20, issue 10
https://doi.org/10.5194/hess-20-4005-2016
© Author(s) 2016. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/hess-20-4005-2016
© Author(s) 2016. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Technical Note: Advances in flash flood monitoring using unmanned aerial vehicles (UAVs)
Newcastle University, School of Geography, Politics and Sociology,
Daysh Building, Claremont Road, Newcastle-upon-Tyne, NE1 7RU, UK
Andrew J. Russell
Newcastle University, School of Geography, Politics and Sociology,
Daysh Building, Claremont Road, Newcastle-upon-Tyne, NE1 7RU, UK
Andrew R. G. Large
Newcastle University, School of Geography, Politics and Sociology,
Daysh Building, Claremont Road, Newcastle-upon-Tyne, NE1 7RU, UK
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Cited
123 citations as recorded by crossref.
- An Evaluation of Image Velocimetry Techniques under Low Flow Conditions and High Seeding Densities Using Unmanned Aerial Systems S. Pearce et al.
- Sensing Flooded Roads to Support Roadway Mobility during Flooding: A Web-Based Tool and Insights from Needs Assessment Interviews P. Panakkal et al.
- Recent advances in flood monitoring and prediction methods: a systematic review A. Talapatra & N. Rana
- A Drone‐Borne Method to Jointly Estimate Discharge and Manning's Roughness of Natural Streams F. Bandini et al.
- The potential of proxy water level measurements for calibrating urban pluvial flood models M. Moy de Vitry & J. Leitão
- KNN Local Linear Regression for Demarcating River Cross-Sections with Point Cloud Data from UAV Photogrammetry URiver-X T. Lee et al.
- Photogrammetry for Free Surface Flow Velocity Measurement: From Laboratory to Field Measurements H. Trieu et al.
- Spatiotemporal Derivation of Intermittent Ponding in a Maize–Soybean Landscape from Planet Labs CubeSat Images R. Paul et al.
- Hyper-resolution 1D-2D urban flood modelling using LiDAR data and hybrid parallelization S. Noh et al.
- Low cost, multiscale and multi-sensor application for flooded area mapping D. Giordan et al.
- Determine stormwater pond geometrics and hydraulics using remote sensing technologies: A comparison between airborne-LiDAR and UAV-photogrammetry field validation against RTK-GNSS G. Zhao et al.
- Waterlogging Assessment of Chinese Ancient City Sites Considering Microtopography: A Case Study of the PuZhou Ancient City Site, China X. Chai et al.
- Natural surface floaters in image-based river surface velocimetry: Insights from a case study H. Trieu et al.
- Drone-Based Optical Measurements of Heterogeneous Surface Velocity Fields around Fish Passages at Hydropower Dams D. Strelnikova et al.
- Refining image‐velocimetry performances for streamflow monitoring: Seeding metrics to errors minimization A. Pizarro et al.
- Drones in urban stormwater management: a review and future perspectives W. McDonald
- Considerations When Applying Large-Scale PIV and PTV for Determining River Flow Velocity M. Jolley et al.
- Unmanned Aerial Systems-Aided Post-Flood Peak Discharge Estimation in Ephemeral Streams E. Andreadakis et al.
- Understanding the Use of Heterogenous Data in Tackling Urban Flooding: An Integrative Literature Review M. Ren et al.
- Coarse-to-fine variational inference with physics-informed deep learning for complex fluid motion estimation L. Wei et al.
- Dendrogeomorphic reconstruction of floods in a dynamic tropical river A. Quesada-Román et al.
- Metrics for the Quantification of Seeding Characteristics to Enhance Image Velocimetry Performance in Rivers S. Dal Sasso et al.
- A Low-Power High-Accuracy Urban Waterlogging Depth Sensor Based on Millimeter-Wave FMCW Radar H. Shui et al.
- Exploring the optimal experimental setup for surface flow velocity measurements using PTV S. Dal Sasso et al.
- Scalable flood inundation mapping using deep convolutional networks and traffic signage B. Alizadeh & A. Behzadan
- Recent Advancements and Perspectives in UAS-Based Image Velocimetry S. Dal Sasso et al.
- Proof‐of‐concept for low‐cost and non‐contact synoptic airborne river flow measurements M. Detert et al.
- A Method for Analysis of Spatial Uncertainty in Image Based Surface Velocimetry S. Schweitzer & E. Cowen
- Quantifying and Reducing the Operator Effect in LSPIV Discharge Measurements G. Bodart et al.
- An integrated GPU-accelerated modeling framework for high-resolution simulations of rural and urban flash floods A. Buttinger-Kreuzhuber et al.
- Automatic Image‐Based Water Stage Measurement for Long‐Term Observations in Ungauged Catchments A. Eltner et al.
- Streamflow Observations From Cameras: Large‐Scale Particle Image Velocimetry or Particle Tracking Velocimetry? F. Tauro et al.
- Using Noncontact Measurement of Water Surface Dynamics to Estimate River Discharge G. Dolcetti et al.
- pykitPIV: A framework for flexible and reproducible virtual training of machine learning models in optical velocimetry K. Zdybał et al.
- Linking the Remote Sensing of Geodiversity and Traits Relevant to Biodiversity—Part II: Geomorphology, Terrain and Surfaces A. Lausch et al.
- Airborne Feature Matching Velocimetry for surface flow measurements in rivers L. Cao et al.
- Mediterranean intermittent rivers and ephemeral streams: Challenges in monitoring complexity A. Borg Galea et al.
- Drone-Based Geological Heritage Conservation and Exploration: Insights from Copper UNESCO Geopark R. Zhang et al.
- Uncertainty Analysis for Image-Based Streamflow Measurement: The Influence of Ground Control Points W. Liu et al.
- The use of unmanned aerial vehicles in flood hazard assessment E. Karamuz et al.
- Enhancing the Monitoring Protocols of Intermittent Flow Rivers with UAV-Based Optical Methods to Estimate the River Flow and Evaluate Their Environmental Status P. Koutalakis et al.
- Cyber-attacks on unmanned aerial system networks: Detection, countermeasure, and future research directions M. Riahi Manesh & N. Kaabouch
- Enabling Image-Based Streamflow Monitoring at the Edge F. Tosi et al.
- Low-cost stage-camera system for continuous water-level monitoring in ephemeral streams S. Noto et al.
- Research on Estimating Water Storage of Small Lake Based on Unmanned Aerial Vehicle 3D Model P. Duan et al.
- Robust water level measurement method based on computer vision D. Zhang & J. Tong
- floodX: urban flash flood experiments monitored with conventional and alternative sensors M. Moy de Vitry et al.
- Application of unmanned aerial vehicles in earth resources monitoring: focus on evaluating potentials for forest monitoring in Ethiopia H. Berie & I. Burud
- Public acceptance of drones: Knowledge, attitudes, and practice B. Aydin
- VISION: VIdeo StabilisatION using automatic features selection for image velocimetry analysis in rivers A. Pizarro et al.
- A Review on the Video-Based River Discharge Measurement Technique M. Chen et al.
- Unsupervised image velocimetry for automated computation of river flow velocities M. Perks et al.
- Research Progress on River Discharge Measurement Method Based on Image Recognition Technology 华. 陈
- Evaluating Image Tracking Approaches for Surface Velocimetry With Thermal Tracers D. Lin et al.
- Identifying the optimal spatial distribution of tracers for optical sensing of stream surface flow A. Pizarro et al.
- Technical Note: Flow velocity and discharge measurement in rivers using terrestrial and unmanned-aerial-vehicle imagery A. Eltner et al.
- Demonstrating the value of community-based (‘citizen science’) observations for catchment modelling and characterisation E. Starkey et al.
- Assessing the Optimal Stage-Cam Target for Continuous Water Level Monitoring in Ephemeral Streams: Experimental Evidence F. Tauro et al.
- БПЛА в геоэкологических и гидрологических исследованиях . Федоровский
- Risk Propagation in Spate Irrigation Systems: A Case Study from Sudan E. Fadul et al.
- A comprehensive overview on UAV-based applications for flood management D. Tuyet Minh
- sUAS-Based Remote Sensing of River Discharge Using Thermal Particle Image Velocimetry and Bathymetric Lidar P. Kinzel & C. Legleiter
- KLT-IV v1.0: image velocimetry software for use with fixed and mobile platforms M. Perks
- Can the 2D shallow water equations model flow intrusion into buildings during urban floods? B. Dewals et al.
- Measurements and Observations in the XXI century (MOXXI): innovation and multi-disciplinarity to sense the hydrological cycle F. Tauro et al.
- How computer vision can facilitate flood management: A systematic review U. Iqbal et al.
- From PIV to LSPIV: Harnessing deep learning for environmental flow velocimetry J. Tlhomole et al.
- On the Accuracy of Particle Image Velocimetry with Citizen Videos—Five Typical Case Studies E. Rozos et al.
- Development of drone-type float for surface-velocity measurement in rivers M. Sanjou et al.
- Testing UAV-derived topography for hydraulic modelling in a tropical environment M. Mazzoleni et al.
- Calibrated river-level estimation from river cameras using convolutional neural networks R. Vandaele et al.
- Capturing the Diurnal Cycle of Land Surface Temperature Using an Unmanned Aerial Vehicle Y. Malbéteau et al.
- Characteristics of Indoor Flood Fatalities: Evidence from Greece M. Diakakis & K. Papagiannaki
- Discharge Estimation Using Video Recordings from Small Unoccupied Aircraft Systems J. Duan et al.
- Extraction of Urban Waterlogging Depth from Video Images Using Transfer Learning J. Jiang et al.
- An integrated approach of flash flood analysis in ungauged Mediterranean watersheds using post‐flood surveys and unmanned aerial vehicles A. Kastridis et al.
- Advancing river flow monitoring with small uncrewed aircraft and simulation-driven development M. Dille et al.
- Modeling Debris Flow Events in the Rio Inferno Watershed (Italy) Through UAV-Based Geomorphological Survey and Rainfall Data Analysis L. Turbessi et al.
- SSIMS-Flow: Image velocimetry workbench for open-channel flow rate estimation R. Ljubičić et al.
- A Novel Power Distribution Network Assessment Approach Using Drones Considering Wireless Charging N. Ahmadian et al.
- A Low-Cost, UAV-Based, Methodological Approach for Morphometric Analysis of Belci Lake Dam Breach, Romania A. Enea et al.
- Forensic analysis of flash flood response M. Borga et al.
- Experimental and Numerical Study of the Effect of Model Geometric Distortion on Laboratory Modeling of Urban Flooding X. Li et al.
- Unmanned Aerial Vehicles in Hydrology and Water Management: Applications, Challenges, and Perspectives B. Acharya et al.
- On the Use of Unmanned Aerial Systems for Environmental Monitoring S. Manfreda et al.
- PTV-Stream: A simplified particle tracking velocimetry framework for stream surface flow monitoring F. Tauro et al.
- A review of remote sensing of flood monitoring and assessment in southern Africa C. Shoko & T. Dube
- Geoscientists in the Sky: Unmanned Aerial Vehicles Responding to Geohazards R. Antoine et al.
- Bildbasierte Durchflussmessverfahren für das Monitoring von Hochwasserereignissen I. Hansen et al.
- Large-Scale Particle Image Velocimetry to Measure Streamflow from Videos Recorded from Unmanned Aerial Vehicle and Fixed Imaging System W. Liu et al.
- Safer this way: Identifying flooded roads for facilitating mobility during floods P. Panakkal et al.
- Stereo-imaging LSPIV (SI-LSPIV) for 3D water surface reconstruction and discharge measurement in mountain river flows W. Li et al.
- Probabilistic Evaluation and Filtering of Image Velocimetry Measurements E. Rozos et al.
- A comparison of tools and techniques for stabilising unmanned aerial system (UAS) imagery for surface flow observations R. Ljubičić et al.
- Cascade method for water level measurement based on computer vision D. Zhang & J. Qiu
- Remote Sensing Analysis of Geologic Hazards D. Giordan et al.
- Combining hydroacoustics and large-scale particle image velocimetry: Flow dynamics at Hiitolanjoki River restoration site in Southeast Finland K. Schlobies et al.
- Spatiotemporal Investigation of Event-Driven Sedimentation in a Tidally Influenced Shipyard by Air and Waterborne Observations O. Lojek et al.
- Rapid Detection of the Change in Surface Flow Patterns Near Fish Passages at Hydropower Dams With the Use of UAS Based Videos Under Controlled Discharge Conditions D. Strelnikova et al.
- Synthetic River Flow Videos for Evaluating Image‐Based Velocimetry Methods G. Bodart et al.
- UAS remote sensing applications to abrupt cold region hazards M. Verfaillie et al.
- Automatic Estimation of Urban Waterlogging Depths from Video Images Based on Ubiquitous Reference Objects J. Jiang et al.
- Optical Tracking Velocimetry (OTV): Leveraging Optical Flow and Trajectory-Based Filtering for Surface Streamflow Observations F. Tauro et al.
- Reviews and syntheses: Variable inundation across Earth's terrestrial ecosystems J. Stegen et al.
- Operational and emerging capabilities for surface water flood forecasting L. Speight et al.
- STAIR-DETR: A Synergistic Transformer Integrating Statistical Attention and Multi-Scale Dynamics for UAV Small Object Detection L. Hu et al.
- River velocity measurements using optical flow algorithm and unoccupied aerial vehicles: A case study J. Jyoti et al.
- Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams X. Zhao et al.
- Adequacy Analysis Using UAV of Heavy Rainfall Disaster Reduction Facilities According to Urban Development in Republic of Korea Y. Song et al.
- The effect of groyne field on trapping macroplastic. Preliminary results from laboratory experiments Ł. Przyborowski et al.
- On-line river surface velocity measurement using GCPs-free UAV Z. Zhang et al.
- More eyes on the road: Sensing flooded roads by fusing real-time observations from public data sources P. Panakkal & J. Padgett
- Deep Learning Semantic Segmentation for Water Level Estimation Using Surveillance Camera N. Muhadi et al.
- Remote Sensing of Geomorphodiversity Linked to Biodiversity—Part III: Traits, Processes and Remote Sensing Characteristics A. Lausch et al.
- Estimations of surface velocity distributions from X-band radar images during floods observed at the mouth of Tenryu River, Japan I. Humam & S. Takewaka
- Instantaneous River‐Wide Water Surface Velocity Field Measurements at Centimeter Scales Using Infrared Quantitative Image Velocimetry S. Schweitzer & E. Cowen
- Hydro‐morphological mapping of river reaches using videos captured with UAS A. Eltner et al.
- Numerical Insights Into the Effects of Model Geometric Distortion in Laboratory Experiments of Urban Flooding X. Li et al.
- The importance of volunteered geographic information for the validation of flood inundation models E. Rollason et al.
- Towards harmonisation of image velocimetry techniques for river surface velocity observations M. Perks et al.
- Deep learning for automated river-level monitoring through river-camera images: an approach based on water segmentation and transfer learning R. Vandaele et al.
- Characteristics of Infrastructure and Surrounding Geo-Environmental Circumstances Involved in Fatal Incidents Caused by Flash Flooding: Evidence from Greece M. Diakakis
- Advancing river monitoring using image-based techniques: challenges and opportunities S. Manfreda et al.
123 citations as recorded by crossref.
- An Evaluation of Image Velocimetry Techniques under Low Flow Conditions and High Seeding Densities Using Unmanned Aerial Systems S. Pearce et al.
- Sensing Flooded Roads to Support Roadway Mobility during Flooding: A Web-Based Tool and Insights from Needs Assessment Interviews P. Panakkal et al.
- Recent advances in flood monitoring and prediction methods: a systematic review A. Talapatra & N. Rana
- A Drone‐Borne Method to Jointly Estimate Discharge and Manning's Roughness of Natural Streams F. Bandini et al.
- The potential of proxy water level measurements for calibrating urban pluvial flood models M. Moy de Vitry & J. Leitão
- KNN Local Linear Regression for Demarcating River Cross-Sections with Point Cloud Data from UAV Photogrammetry URiver-X T. Lee et al.
- Photogrammetry for Free Surface Flow Velocity Measurement: From Laboratory to Field Measurements H. Trieu et al.
- Spatiotemporal Derivation of Intermittent Ponding in a Maize–Soybean Landscape from Planet Labs CubeSat Images R. Paul et al.
- Hyper-resolution 1D-2D urban flood modelling using LiDAR data and hybrid parallelization S. Noh et al.
- Low cost, multiscale and multi-sensor application for flooded area mapping D. Giordan et al.
- Determine stormwater pond geometrics and hydraulics using remote sensing technologies: A comparison between airborne-LiDAR and UAV-photogrammetry field validation against RTK-GNSS G. Zhao et al.
- Waterlogging Assessment of Chinese Ancient City Sites Considering Microtopography: A Case Study of the PuZhou Ancient City Site, China X. Chai et al.
- Natural surface floaters in image-based river surface velocimetry: Insights from a case study H. Trieu et al.
- Drone-Based Optical Measurements of Heterogeneous Surface Velocity Fields around Fish Passages at Hydropower Dams D. Strelnikova et al.
- Refining image‐velocimetry performances for streamflow monitoring: Seeding metrics to errors minimization A. Pizarro et al.
- Drones in urban stormwater management: a review and future perspectives W. McDonald
- Considerations When Applying Large-Scale PIV and PTV for Determining River Flow Velocity M. Jolley et al.
- Unmanned Aerial Systems-Aided Post-Flood Peak Discharge Estimation in Ephemeral Streams E. Andreadakis et al.
- Understanding the Use of Heterogenous Data in Tackling Urban Flooding: An Integrative Literature Review M. Ren et al.
- Coarse-to-fine variational inference with physics-informed deep learning for complex fluid motion estimation L. Wei et al.
- Dendrogeomorphic reconstruction of floods in a dynamic tropical river A. Quesada-Román et al.
- Metrics for the Quantification of Seeding Characteristics to Enhance Image Velocimetry Performance in Rivers S. Dal Sasso et al.
- A Low-Power High-Accuracy Urban Waterlogging Depth Sensor Based on Millimeter-Wave FMCW Radar H. Shui et al.
- Exploring the optimal experimental setup for surface flow velocity measurements using PTV S. Dal Sasso et al.
- Scalable flood inundation mapping using deep convolutional networks and traffic signage B. Alizadeh & A. Behzadan
- Recent Advancements and Perspectives in UAS-Based Image Velocimetry S. Dal Sasso et al.
- Proof‐of‐concept for low‐cost and non‐contact synoptic airborne river flow measurements M. Detert et al.
- A Method for Analysis of Spatial Uncertainty in Image Based Surface Velocimetry S. Schweitzer & E. Cowen
- Quantifying and Reducing the Operator Effect in LSPIV Discharge Measurements G. Bodart et al.
- An integrated GPU-accelerated modeling framework for high-resolution simulations of rural and urban flash floods A. Buttinger-Kreuzhuber et al.
- Automatic Image‐Based Water Stage Measurement for Long‐Term Observations in Ungauged Catchments A. Eltner et al.
- Streamflow Observations From Cameras: Large‐Scale Particle Image Velocimetry or Particle Tracking Velocimetry? F. Tauro et al.
- Using Noncontact Measurement of Water Surface Dynamics to Estimate River Discharge G. Dolcetti et al.
- pykitPIV: A framework for flexible and reproducible virtual training of machine learning models in optical velocimetry K. Zdybał et al.
- Linking the Remote Sensing of Geodiversity and Traits Relevant to Biodiversity—Part II: Geomorphology, Terrain and Surfaces A. Lausch et al.
- Airborne Feature Matching Velocimetry for surface flow measurements in rivers L. Cao et al.
- Mediterranean intermittent rivers and ephemeral streams: Challenges in monitoring complexity A. Borg Galea et al.
- Drone-Based Geological Heritage Conservation and Exploration: Insights from Copper UNESCO Geopark R. Zhang et al.
- Uncertainty Analysis for Image-Based Streamflow Measurement: The Influence of Ground Control Points W. Liu et al.
- The use of unmanned aerial vehicles in flood hazard assessment E. Karamuz et al.
- Enhancing the Monitoring Protocols of Intermittent Flow Rivers with UAV-Based Optical Methods to Estimate the River Flow and Evaluate Their Environmental Status P. Koutalakis et al.
- Cyber-attacks on unmanned aerial system networks: Detection, countermeasure, and future research directions M. Riahi Manesh & N. Kaabouch
- Enabling Image-Based Streamflow Monitoring at the Edge F. Tosi et al.
- Low-cost stage-camera system for continuous water-level monitoring in ephemeral streams S. Noto et al.
- Research on Estimating Water Storage of Small Lake Based on Unmanned Aerial Vehicle 3D Model P. Duan et al.
- Robust water level measurement method based on computer vision D. Zhang & J. Tong
- floodX: urban flash flood experiments monitored with conventional and alternative sensors M. Moy de Vitry et al.
- Application of unmanned aerial vehicles in earth resources monitoring: focus on evaluating potentials for forest monitoring in Ethiopia H. Berie & I. Burud
- Public acceptance of drones: Knowledge, attitudes, and practice B. Aydin
- VISION: VIdeo StabilisatION using automatic features selection for image velocimetry analysis in rivers A. Pizarro et al.
- A Review on the Video-Based River Discharge Measurement Technique M. Chen et al.
- Unsupervised image velocimetry for automated computation of river flow velocities M. Perks et al.
- Research Progress on River Discharge Measurement Method Based on Image Recognition Technology 华. 陈
- Evaluating Image Tracking Approaches for Surface Velocimetry With Thermal Tracers D. Lin et al.
- Identifying the optimal spatial distribution of tracers for optical sensing of stream surface flow A. Pizarro et al.
- Technical Note: Flow velocity and discharge measurement in rivers using terrestrial and unmanned-aerial-vehicle imagery A. Eltner et al.
- Demonstrating the value of community-based (‘citizen science’) observations for catchment modelling and characterisation E. Starkey et al.
- Assessing the Optimal Stage-Cam Target for Continuous Water Level Monitoring in Ephemeral Streams: Experimental Evidence F. Tauro et al.
- БПЛА в геоэкологических и гидрологических исследованиях . Федоровский
- Risk Propagation in Spate Irrigation Systems: A Case Study from Sudan E. Fadul et al.
- A comprehensive overview on UAV-based applications for flood management D. Tuyet Minh
- sUAS-Based Remote Sensing of River Discharge Using Thermal Particle Image Velocimetry and Bathymetric Lidar P. Kinzel & C. Legleiter
- KLT-IV v1.0: image velocimetry software for use with fixed and mobile platforms M. Perks
- Can the 2D shallow water equations model flow intrusion into buildings during urban floods? B. Dewals et al.
- Measurements and Observations in the XXI century (MOXXI): innovation and multi-disciplinarity to sense the hydrological cycle F. Tauro et al.
- How computer vision can facilitate flood management: A systematic review U. Iqbal et al.
- From PIV to LSPIV: Harnessing deep learning for environmental flow velocimetry J. Tlhomole et al.
- On the Accuracy of Particle Image Velocimetry with Citizen Videos—Five Typical Case Studies E. Rozos et al.
- Development of drone-type float for surface-velocity measurement in rivers M. Sanjou et al.
- Testing UAV-derived topography for hydraulic modelling in a tropical environment M. Mazzoleni et al.
- Calibrated river-level estimation from river cameras using convolutional neural networks R. Vandaele et al.
- Capturing the Diurnal Cycle of Land Surface Temperature Using an Unmanned Aerial Vehicle Y. Malbéteau et al.
- Characteristics of Indoor Flood Fatalities: Evidence from Greece M. Diakakis & K. Papagiannaki
- Discharge Estimation Using Video Recordings from Small Unoccupied Aircraft Systems J. Duan et al.
- Extraction of Urban Waterlogging Depth from Video Images Using Transfer Learning J. Jiang et al.
- An integrated approach of flash flood analysis in ungauged Mediterranean watersheds using post‐flood surveys and unmanned aerial vehicles A. Kastridis et al.
- Advancing river flow monitoring with small uncrewed aircraft and simulation-driven development M. Dille et al.
- Modeling Debris Flow Events in the Rio Inferno Watershed (Italy) Through UAV-Based Geomorphological Survey and Rainfall Data Analysis L. Turbessi et al.
- SSIMS-Flow: Image velocimetry workbench for open-channel flow rate estimation R. Ljubičić et al.
- A Novel Power Distribution Network Assessment Approach Using Drones Considering Wireless Charging N. Ahmadian et al.
- A Low-Cost, UAV-Based, Methodological Approach for Morphometric Analysis of Belci Lake Dam Breach, Romania A. Enea et al.
- Forensic analysis of flash flood response M. Borga et al.
- Experimental and Numerical Study of the Effect of Model Geometric Distortion on Laboratory Modeling of Urban Flooding X. Li et al.
- Unmanned Aerial Vehicles in Hydrology and Water Management: Applications, Challenges, and Perspectives B. Acharya et al.
- On the Use of Unmanned Aerial Systems for Environmental Monitoring S. Manfreda et al.
- PTV-Stream: A simplified particle tracking velocimetry framework for stream surface flow monitoring F. Tauro et al.
- A review of remote sensing of flood monitoring and assessment in southern Africa C. Shoko & T. Dube
- Geoscientists in the Sky: Unmanned Aerial Vehicles Responding to Geohazards R. Antoine et al.
- Bildbasierte Durchflussmessverfahren für das Monitoring von Hochwasserereignissen I. Hansen et al.
- Large-Scale Particle Image Velocimetry to Measure Streamflow from Videos Recorded from Unmanned Aerial Vehicle and Fixed Imaging System W. Liu et al.
- Safer this way: Identifying flooded roads for facilitating mobility during floods P. Panakkal et al.
- Stereo-imaging LSPIV (SI-LSPIV) for 3D water surface reconstruction and discharge measurement in mountain river flows W. Li et al.
- Probabilistic Evaluation and Filtering of Image Velocimetry Measurements E. Rozos et al.
- A comparison of tools and techniques for stabilising unmanned aerial system (UAS) imagery for surface flow observations R. Ljubičić et al.
- Cascade method for water level measurement based on computer vision D. Zhang & J. Qiu
- Remote Sensing Analysis of Geologic Hazards D. Giordan et al.
- Combining hydroacoustics and large-scale particle image velocimetry: Flow dynamics at Hiitolanjoki River restoration site in Southeast Finland K. Schlobies et al.
- Spatiotemporal Investigation of Event-Driven Sedimentation in a Tidally Influenced Shipyard by Air and Waterborne Observations O. Lojek et al.
- Rapid Detection of the Change in Surface Flow Patterns Near Fish Passages at Hydropower Dams With the Use of UAS Based Videos Under Controlled Discharge Conditions D. Strelnikova et al.
- Synthetic River Flow Videos for Evaluating Image‐Based Velocimetry Methods G. Bodart et al.
- UAS remote sensing applications to abrupt cold region hazards M. Verfaillie et al.
- Automatic Estimation of Urban Waterlogging Depths from Video Images Based on Ubiquitous Reference Objects J. Jiang et al.
- Optical Tracking Velocimetry (OTV): Leveraging Optical Flow and Trajectory-Based Filtering for Surface Streamflow Observations F. Tauro et al.
- Reviews and syntheses: Variable inundation across Earth's terrestrial ecosystems J. Stegen et al.
- Operational and emerging capabilities for surface water flood forecasting L. Speight et al.
- STAIR-DETR: A Synergistic Transformer Integrating Statistical Attention and Multi-Scale Dynamics for UAV Small Object Detection L. Hu et al.
- River velocity measurements using optical flow algorithm and unoccupied aerial vehicles: A case study J. Jyoti et al.
- Bringing vision to climate: A hierarchical model for water depth monitoring in headwater streams X. Zhao et al.
- Adequacy Analysis Using UAV of Heavy Rainfall Disaster Reduction Facilities According to Urban Development in Republic of Korea Y. Song et al.
- The effect of groyne field on trapping macroplastic. Preliminary results from laboratory experiments Ł. Przyborowski et al.
- On-line river surface velocity measurement using GCPs-free UAV Z. Zhang et al.
- More eyes on the road: Sensing flooded roads by fusing real-time observations from public data sources P. Panakkal & J. Padgett
- Deep Learning Semantic Segmentation for Water Level Estimation Using Surveillance Camera N. Muhadi et al.
- Remote Sensing of Geomorphodiversity Linked to Biodiversity—Part III: Traits, Processes and Remote Sensing Characteristics A. Lausch et al.
- Estimations of surface velocity distributions from X-band radar images during floods observed at the mouth of Tenryu River, Japan I. Humam & S. Takewaka
- Instantaneous River‐Wide Water Surface Velocity Field Measurements at Centimeter Scales Using Infrared Quantitative Image Velocimetry S. Schweitzer & E. Cowen
- Hydro‐morphological mapping of river reaches using videos captured with UAS A. Eltner et al.
- Numerical Insights Into the Effects of Model Geometric Distortion in Laboratory Experiments of Urban Flooding X. Li et al.
- The importance of volunteered geographic information for the validation of flood inundation models E. Rollason et al.
- Towards harmonisation of image velocimetry techniques for river surface velocity observations M. Perks et al.
- Deep learning for automated river-level monitoring through river-camera images: an approach based on water segmentation and transfer learning R. Vandaele et al.
- Characteristics of Infrastructure and Surrounding Geo-Environmental Circumstances Involved in Fatal Incidents Caused by Flash Flooding: Evidence from Greece M. Diakakis
- Advancing river monitoring using image-based techniques: challenges and opportunities S. Manfreda et al.
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Latest update: 29 Apr 2026
Short summary
Unmanned aerial vehicles (UAVs) have the potential to capture information about the earth’s surface in dangerous and previously inaccessible locations. Here we present a method whereby image acquisition and subsequent analysis have enabled the highly dynamic and oft-immeasurable hydraulic phenomenon present during high-energy flash floods to be quantified at previously unattainable spatial and temporal resolutions.
Unmanned aerial vehicles (UAVs) have the potential to capture information about the earth’s...