Flood detection and susceptibility mapping using sentinel-1 remote sensing data and a machine learning approach: hybrid intelligence of bagging ensemble based on k-nearest neighbor classifier
Mapping flood-prone areas is a key activity in flood disaster management. In this paper, we propose a new flood susceptibility mapping technique. We employ new ensemble models based on bagging as a meta-classifier and K-Nearest Neighbor (KNN) coarse, cosine, cubic, and weighted base classifiers to s...
Main Authors: | Shahabi, H. (Author), Shirzadi, A. (Author), Ghaderi, K. (Author), Omidvar, E. (Author), Al-Ansari, N. (Author), Clague, J. J. (Author), Geertsema, M. (Author), Khosravi, K. (Author), Amini, A. (Author), Bahrami, S. (Author), Rahmati, O. (Author), Habibi, K. (Author), Mohammadi, A. (Author), Nguyen, H. (Author), Melesse, A. M. (Author), Ahmad, B. B. (Author), Ahmad, A. M. (Author) |
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Format: | Article |
Language: | English |
Published: |
MDPI AG,
2020-01.
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Subjects: | |
Online Access: | Get fulltext |
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