A Novel Hybrid Swarm Optimized Multilayer Neural Network for Spatial Prediction of Flash Floods in Tropical Areas Using Sentinel-1 SAR Imagery and Geospatial Data

A Novel Hybrid Swarm Optimized Multilayer Neural Network for Spatial Prediction of Flash Floods in Tropical Areas Using Sentinel-1 SAR Imagery and Geospatial Data

Flash floods are widely recognized as one of the most devastating natural hazards in the world, therefore prediction of flash flood-prone areas is crucial for public safety and emergency management. This research proposes a new methodology for spatial prediction of flash floods based on Sentinel-1 S...

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Bibliographic Details
Main Authors: Phuong-Thao Thi Ngo, Nhat-Duc Hoang, Biswajeet Pradhan, Quang Khanh Nguyen, Xuan Truong Tran, Quang Minh Nguyen, Viet Nghia Nguyen, Pijush Samui, Dieu Tien Bui
Format: Article
Language:English
Published: MDPI AG 2018-10-01
Series:Sensors
Subjects:
flash floods
Sentinel-1
GIS
artificial neural network
firefly algorithm
Levenberg–Marquardt backpropagation
Online Access:https://www.mdpi.com/1424-8220/18/11/3704

Internet

https://www.mdpi.com/1424-8220/18/11/3704

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