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Internetworking flood disaster mitigation system based on remote sensing and mobile GIS
- Source :
- Geomatics, Natural Hazards & Risk, Vol 11, Iss 1, Pp 1886-1911 (2020)
- Publication Year :
- 2020
- Publisher :
- Informa UK Limited, 2020.
-
Abstract
- Flood verification and mitigation based on ground survey has been impeded by many factors. For instance, damage assessment exclusively by onsite expedition could be delayed by restricted access, especially during heavy flooding. To devise appropriate mitigation measures, resources required to thoroughly investigate the incidents in response to disaster could be overwhelming. Moreover, inadequate equipment and non-standardized flood reporting process could also undermine the maneuver. As a consequent, rescue mission was inevitably deferred until the reported incidents had been confirmed. To address these issues, this paper presents an internetworking system for assisting flooding disaster mitigation. Its main contributions were two folds. Firstly, its data intelligent was driven by convergence of both user and official reports of flood incidents and those automatically detected from remotely sensed images. Secondly, the reliability of reported information was ensured by two-factor verification, i.e. by using a state-of-the-art deep learning strategy and by official investigations. The verified incidents were then presented in augmented graphical reports, which were practical in public inquiry and official uses in devising efficient and cost-effective disaster mitigation measures. The developed system was deployed in different cities, most affected by recent floods. Numerical and subjective assessments herein demonstrate the merits of the system.
- Subjects :
- 010504 meteorology & atmospheric sciences
Disaster mitigation
lcsh:Risk in industry. Risk management
0211 other engineering and technologies
02 engineering and technology
01 natural sciences
lcsh:TD1-1066
remote sensing
lcsh:Environmental technology. Sanitary engineering
lcsh:Environmental sciences
021101 geological & geomatics engineering
0105 earth and related environmental sciences
General Environmental Science
lcsh:GE1-350
Flood myth
business.industry
mobile gis
Environmental resource management
deep learning
Restricted access
Ground survey
lcsh:HD61
Remote sensing (archaeology)
flood verification
General Earth and Planetary Sciences
Environmental science
flood disaster mitigation
business
Internetworking
Subjects
Details
- ISSN :
- 19475713 and 19475705
- Volume :
- 11
- Database :
- OpenAIRE
- Journal :
- Geomatics, Natural Hazards and Risk
- Accession number :
- edsair.doi.dedup.....a430f64b6e53cd7119503bdd177fcc8c
- Full Text :
- https://doi.org/10.1080/19475705.2020.1815869