72 citations as recorded by crossref.

1. A Review of Citizen Science and Crowdsourcing in Applications of Pluvial Flooding L. See 10.3389/feart.2019.00044
2. Integration of Crowdsourced Images, USGS Networks, Remote Sensing, and a Model to Assess Flood Depth during Hurricane Florence C. Hultquist & G. Cervone 10.3390/rs12050834
3. Understanding the provision of multi-agency sensor information in disaster management: A case study on the Australian state of Victoria F. Alamdar et al. 10.1016/j.ijdrr.2016.10.008
4. Smart flood resilience: harnessing community-scale big data for predictive flood risk monitoring, rapid impact assessment, and situational awareness F. Yuan et al. 10.1088/2634-4505/ac7251
5. Emerging strategies for addressing flood-damage modeling issues: A review S. Redondo-Tilano et al. 10.1016/j.ijdrr.2024.105058
6. A Service-Oriented Middleware for Integrated Management of Crowdsourced and Sensor Data Streams in Disaster Management L. F. G. de Assis et al. 10.3390/s18061689
7. A visual–textual fused approach to automated tagging of flood-related tweets during a flood event X. Huang et al. 10.1080/17538947.2018.1523956
8. Rapid flood inundation mapping using social media, remote sensing and topographic data J. Rosser et al. 10.1007/s11069-017-2755-0
9. Validation of flood risk models: Current practice and possible improvements D. Molinari et al. 10.1016/j.ijdrr.2018.10.022
10. VRBagged-Net: Ensemble Based Deep Learning Model for Disaster Event Classification M. Hanif et al. 10.3390/electronics10121411
11. Technologies to Support Community Flood Disaster Risk Reduction I. McCallum et al. 10.1007/s13753-016-0086-5
12. Social media analytics for natural disaster management Z. Wang & X. Ye 10.1080/13658816.2017.1367003
13. Portability of semantic and spatial–temporal machine learning methods to analyse social media for near-real-time disaster monitoring C. Havas & B. Resch 10.1007/s11069-021-04808-4
14. Reconstructing Flood Inundation Probability by Enhancing Near Real-Time Imagery With Real-Time Gauges and Tweets X. Huang et al. 10.1109/TGRS.2018.2835306
15. Impacts of Urban Floods on Road Connectivity - A Review and Systematic Bibliometric Analysis A. Kadaverugu et al. 10.12944/CWE.16.2.22
16. Harvesting Social Media for Generation of Near Real-time Flood Maps D. Eilander et al. 10.1016/j.proeng.2016.07.441
17. Geo-social media as a proxy for hydrometeorological data for streamflow estimation and to improve flood monitoring C. Restrepo-Estrada et al. 10.1016/j.cageo.2017.10.010
18. Formal and informal environmental sensing data and integration potential: Perceptions of citizens and experts Q. Jiang et al. 10.1016/j.scitotenv.2017.10.329
19. Multiscale Observation Product (MOP) for Temporal Flood Inundation Mapping of the 2015 Dallas Texas Flood E. Sava et al. 10.3390/rs15061615
20. Development of a spatial decision support system for flood risk management in Brazil that combines volunteered geographic information with wireless sensor networks F. Horita et al. 10.1016/j.cageo.2015.04.001
21. Estimating the likelihood of roadway pluvial flood based on crowdsourced traffic data and depression-based DEM analysis A. Safaei-Moghadam et al. 10.5194/nhess-23-1-2023
22. Street-scale hydrodynamic estimation from social media videos: A systematic approach to urban floods data collection M. Lombardo et al. 10.1016/j.ijdrr.2025.105419
23. A molecular sensing method integrated with support vector machines to characterize asphalt mixtures B. Jahangiri et al. 10.1016/j.measurement.2021.109528
24. Early detection of emergency events from social media: a new text clustering approach L. Huang et al. 10.1007/s11069-021-05081-1
25. NAM-NMM Temperature Downscaling Using Personal Weather Stations to Study Urban Heat Hazards M. Calovi et al. 10.3390/geohazards2030014
26. Harnessing trustable crowdsourcing power for flood disaster evaluation S. Abbasi et al. 10.1007/s11069-024-06547-8
27. Rapid Assessment of Crop Status: An Application of MODIS and SAR Data to Rice Areas in Leyte, Philippines Affected by Typhoon Haiyan M. Boschetti et al. 10.3390/rs70606535
28. Spatio-temporal graph convolutional networks for road network inundation status prediction during urban flooding F. Yuan et al. 10.1016/j.compenvurbsys.2022.101870
29. Collaborative spatial information as an alternative data source for hydrodynamic model calibration: a Pernambuco State case study, Brazil G. de Oliveira et al. 10.1007/s11069-023-06073-z
30. Visualization and Interaction with Multiple Devices. A Case Study on Reachability of Remote Areas for Emergency Management J. Tost & F. Heidmann 10.1515/icom-2017-0027
31. Traffic Impact Area Detection and Spatiotemporal Influence Assessment for Disaster Reduction Based on Social Media: A Case Study of the 2018 Beijing Rainstorm T. Yang et al. 10.3390/ijgi9020136
32. Road Accessibility during Natural Hazards Based on Volunteered Geographic Information Data and Network Analysis J. Florath et al. 10.3390/ijgi13040107
33. Flood Impact Assessments on Transportation Networks: A Review of Methods and Associated Temporal and Spatial Scales A. Rebally et al. 10.3389/frsc.2021.732181
34. Quantifying urban flood extent using satellite imagery and machine learning R. Composto et al. 10.1007/s11069-024-06817-5
35. A Systematic Review: To Increase Transportation Infrastructure Resilience to Flooding Events G. Watson & J. Ahn 10.3390/app122312331
36. Enhancing inundation monitoring of road networks using crowdsourced flood reports M. Esparza et al. 10.1007/s44212-024-00055-7
37. Estimating flood extent during Hurricane Harvey using maximum entropy to build a hazard distribution model W. Mobley et al. 10.1111/jfr3.12549
38. Urban resilience from the lens of social media data: Responses to urban flooding in Nanjing, China B. Wang et al. 10.1016/j.cities.2020.102884
39. Eye of Horus: a vision-based framework for real-time water level measurement S. Erfani et al. 10.5194/hess-27-4135-2023
40. Characterizing Consecutive Flooding Events after the 2017 Mt. Salto Wildfires (Southern Italy): Hazard and Emergency Management Implications G. Esposito et al. 10.3390/w11122663
41. Validating the Quality of Volunteered Geographic Information (VGI) for Flood Modeling of Hurricane Harvey in Houston, Texas T. Chow et al. 10.3390/hydrology10050113
42. Smartphone-based molecular sensing for advanced characterization of asphalt concrete materials K. Barri et al. 10.1016/j.measurement.2019.107212
43. Improving the classification of flood tweets with contextual hydrological information in a multimodal neural network J. de Bruijn et al. 10.1016/j.cageo.2020.104485
44. Geoinformation Harvesting From Social Media Data: A community remote sensing approach X. Zhu et al. 10.1109/MGRS.2022.3219584
45. Opportunities for crowdsourcing in urban flood monitoring A. Helmrich et al. 10.1016/j.envsoft.2021.105124
46. A geographic approach for combining social media and authoritative data towards identifying useful information for disaster management J. de Albuquerque et al. 10.1080/13658816.2014.996567
47. The March 2015 catastrophic flood event and its impacts in the city of Copiapó (southern Atacama Desert). An integrated analysis to mitigate future mudflow derived damages T. Izquierdo et al. 10.1016/j.jsames.2020.102975
48. Integrating VGI and 2D hydraulic models into a data assimilation framework for real time flood forecasting and mapping A. Annis & F. Nardi 10.1080/10095020.2019.1626135
49. Integrated community-based approaches to urban pluvial flooding research, trends and future directions: A review K. Azizi et al. 10.1016/j.uclim.2022.101237
50. Obtaining Urban Waterlogging Depths from Video Images Using Synthetic Image Data J. Jiang et al. 10.3390/rs12061014
51. A near real-time flood-mapping approach by integrating social media and post-event satellite imagery X. Huang et al. 10.1080/19475683.2018.1450787
52. Identifying disaster related social media for rapid response: a visual-textual fused CNN architecture X. Huang et al. 10.1080/17538947.2019.1633425
53. Utilising social media data to evaluate urban flood impact in data scarce cities K. Guo et al. 10.1016/j.ijdrr.2023.103780
54. Supervised classification of civil air patrol (CAP) E. Sava et al. 10.1007/s11069-016-2704-3
55. Using Twitter for tasking remote-sensing data collection and damage assessment: 2013 Boulder flood case study G. Cervone et al. 10.1080/01431161.2015.1117684
56. Investigating Uncertainty in Developing Regional Building Inventories for Flood Damage Prediction J. Gutenson et al. 10.1061/(ASCE)NH.1527-6996.0000240
57. The Tasks of the Crowd: A Typology of Tasks in Geographic Information Crowdsourcing and a Case Study in Humanitarian Mapping J. Albuquerque et al. 10.3390/rs8100859
58. Using crowdsourced and weather station data to fill cloud gaps in MODIS snow cover datasets J. Kadlec & D. Ames 10.1016/j.envsoft.2017.06.002
59. A Geo-Event-Based Geospatial Information Service: A Case Study of Typhoon Hazard Y. Zhang et al. 10.3390/su9040534
60. Identifying relevant volunteered geographic information about adverse weather events in Trondheim using the CitizenSensing participatory system T. Opach et al. 10.1177/23998083221136557
61. Integrating Internet media into urban flooding susceptibility assessment: A case study in China Z. Zeng et al. 10.1016/j.cities.2020.102697
62. Spatial model for predictive recovery monitoring based on hazard, built environment, and population features and their spillover effects F. Patrascu & A. Mostafavi 10.1177/23998083231167433
63. Crowdsourced data for flood hydrology: Feedback from recent citizen science projects in Argentina, France and New Zealand J. Le Coz et al. 10.1016/j.jhydrol.2016.07.036
64. A simple framework for calibrating hydraulic flood inundation models using Crowd-sourced water levels A. Dasgupta et al. 10.1016/j.jhydrol.2022.128467
65. E2mC: Improving Emergency Management Service Practice through Social Media and Crowdsourcing Analysis in Near Real Time C. Havas et al. 10.3390/s17122766
66. Big data and disaster management: a systematic review and agenda for future research S. Akter & S. Wamba 10.1007/s10479-017-2584-2
67. Towards multi-agency sensor information integration for disaster management F. Alamdar et al. 10.1016/j.compenvurbsys.2015.11.005
68. Processing unstructured documents and social media using Big Data techniques V. Diaconita 10.1080/1331677X.2015.1095110
69. Flood Risk in Urban Areas: Modelling, Management and Adaptation to Climate Change. A Review L. Cea & P. Costabile 10.3390/hydrology9030050
70. Extraction and analysis of natural disaster-related VGI from social media: review, opportunities and challenges Y. Feng et al. 10.1080/13658816.2022.2048835
71. A geographical and content-based approach to prioritize relevant and reliable tweets for emergency management A. Suarez & K. Clarke 10.1080/15230406.2022.2081257
72. Multi-criteria logistics modeling for military humanitarian assistance and disaster relief aerial delivery operations N. Bastian et al. 10.1007/s11590-015-0888-1