2015 · 20 citations · 26 references
Social SciencesGeographyHydrologyGeographic Information ScienceGeographic Information SystemsSpatial AnalysisFlood Inundation MappingFloodplain MappingGeographic Information RetrievalGeospatial Data PortalsSocial MediaSpatial Data SourcesDisaster AssessmentGeolocated Social MediaGeospatial Data RetrievalGeospatial Information ExtractionIntegration Of Quantitative DataInundation MappingQuantitative Data CollectionWater Depth Measurement
Abstract. During and shortly after a disaster data about the hazard and its consequences are scarce and not readily available. Information provided by eye-witnesses via social media are a valuable information source, which should be explored in a more effective way. This research proposes a methodology that leverages social media content to support rapid inundation mapping, including inundation extent and water depth in case of floods. The novelty of this approach is the utilization of quantitative data that are derived from photos from eye-witnesses extracted from social media posts and its integration with established data. Due to the rapid availability of these posts compared to traditional data sources such as remote sensing data, for example areas affected by a flood can be determined quickly. The challenge is to filter the large number of posts to a manageable amount of potentially useful inundation-related information as well as their timely interpretation and integration in mapping procedures. To support rapid inundation mapping we propose a methodology and develop a tool to filter geo-located posts from social media services which include links to photos. This spatial distributed contextualized in-situ information is further explored manually. In an application case study during the June 2013 flood in central Europe we evaluate the utilization of this approach to infer spatial flood patterns and inundation depths in the city of Dresden.
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Earthquake shakes Twitter users
Takeshi Sakaki, Makoto Okazaki, Yutaka Matsuo · 2010 · 3.7K citations
Natural Sciences, Data Science, Natural Language Processing +14
Microblogging during two natural hazards events
Sarah Vieweg, Amanda Hughes, Kate Starbird et al. · 2010 · 1.4K citations
Using Social Media to Enhance Emergency Situation Awareness
Jie Yin, Andrew Lampert, Mark Cameron et al. · IEEE Intelligent Systems · 2012 · 653 citations
Social Sciences, Emergency Planning, Emergency Preparedness +17