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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Autors principals:	Jun Sun, Weiguo Jiang, Bolin Fu, Hang Yao, Huajian Li
Format:	Artigo
Idioma:	Inglês
Publicat:	Taylor & Francis Group 2025-08-01
Col·lecció:	International Journal of Digital Earth
Matèries:	Mangroves LAI retrieval 1D-CNN And DNNR hyperspectral and SAR images SHAP visual analysis Beibu Gulf, South China
Accés en línia:	https://www.tandfonline.com/doi/10.1080/17538947.2025.2497488
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