Exploring the Potential of WorldView-2 Red-Edge Band-Based Vegetation Indices for Estimation of Mangrove Leaf Area Index with Machine Learning Algorithms
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Title
Exploring the Potential of WorldView-2 Red-Edge Band-Based Vegetation Indices for Estimation of Mangrove Leaf Area Index with Machine Learning Algorithms
Authors
Keywords
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Journal
Remote Sensing
Volume 9, Issue 10, Pages 1060
Publisher
MDPI AG
Online
2017-10-18
DOI
10.3390/rs9101060
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- Estimation of Canopy Nitrogen Concentration Across C3 and C4 Grasslands Using WorldView-2 Multispectral Data
- (2014) Clement Adjorlolo et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
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- (2014) Oupa Malahlela et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
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- Assessing the effects of subtropical forest fragmentation on leaf nitrogen distribution using remote sensing data
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- Combining Hyperspectral and Radar Imagery for Mangrove Leaf Area Index Modeling
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