High-spatiotemporal-resolution dynamic water monitoring using LightGBM model and Sentinel-2 MSI data

High-spatiotemporal-resolution dynamic water monitoring using LightGBM model and Sentinel-2 MSI data

Lake shrinkage and water scarcity are frequent problems in arid and semiarid regions; monitoring the variations of surface water using remote sensing images is useful for disaster prevention and water resource management. Here, we proposed models using Sentinel-2 images based on the light gradient b...

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Bibliographic Details
Main Authors: Bohao Li, Kai Liu, Ming Wang, Yanfang Wang, Qian He, Linmei Zhuang, Weihua Zhu
Format: Article
Language:English
Published: Elsevier 2023-04-01
Series:International Journal of Applied Earth Observations and Geoinformation
Subjects:
Sentinel-2
Surface water dynamics
Farming-pastoral ecotone of Northern China (FPENC)
Machine learning
LightGBM
Online Access:http://www.sciencedirect.com/science/article/pii/S1569843223001000

Internet

http://www.sciencedirect.com/science/article/pii/S1569843223001000

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