Synergistic hyperspectral and SAR imagery retrieval of mangrove leaf area index using adaptive ensemble learning and deep learning algorithms

Synergistic hyperspectral and SAR imagery retrieval of mangrove leaf area index using adaptive ensemble learning and deep learning algorithms

Accurate mapping of leaf area index (LAI) is essential for mangrove conservation and restoration. This study proposes a new approach to the retrieval of the mangrove LAI by combining a one-dimensional convolutional neural network (1D-CNN) with adaptive ensemble learning regression (AELR) and deep le...

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Bibliographic Details
Main Authors: Jun Sun, Weiguo Jiang, Bolin Fu, Hang Yao, Huajian Li
Format: Article
Language:English
Published: Taylor & Francis Group 2025-08-01
Series:International Journal of Digital Earth
Subjects:
Mangroves LAI retrieval
1D-CNN And DNNR
hyperspectral and SAR images
SHAP visual analysis
Beibu Gulf, South China
Online Access:https://www.tandfonline.com/doi/10.1080/17538947.2025.2497488
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https://www.tandfonline.com/doi/10.1080/17538947.2025.2497488

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