Deep learning and data fusion to estimate surface soil moisture from multi-sensor satellite images

Abstract We propose a new architecture based on a fully connected feed-forward Artificial Neural Network (ANN) model to estimate surface soil moisture from satellite images on a large alluvial fan of the Kosi River in the Himalayan Foreland. We have extracted nine different features from Sentinel-1...

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Bibliographic Details
Main Authors: Abhilash Singh, Kumar Gaurav
Format: Article
Language:English
Published: Nature Portfolio 2023-02-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-28939-9

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