Global canopy height regression and uncertainty estimation from GEDI LIDAR waveforms with deep ensembles
Abstract NASA's Global Ecosystem Dynamics Investigation (GEDI) is a key climate mission
whose goal is to advance our understanding of the role of forests in the global carbon cycle …
whose goal is to advance our understanding of the role of forests in the global carbon cycle …
Automated tree-crown and height detection in a young forest plantation using mask region-based convolutional neural network (Mask R-CNN)
Z Hao, L Lin, CJ Post, EA Mikhailova, M Li… - ISPRS Journal of …, 2021 - Elsevier
Tree-crown and height are primary tree measurements in forest inventory. Convolutional
neural networks (CNNs) are a class of neural networks, which can be used in forest …
neural networks (CNNs) are a class of neural networks, which can be used in forest …
Standardizing ecosystem morphological traits from 3D information sources
3D-imaging technologies provide measurements of terrestrial and aquatic ecosystems'
structure, key for biodiversity studies. However, the practical use of these observations …
structure, key for biodiversity studies. However, the practical use of these observations …
Fusing simulated GEDI, ICESat-2 and NISAR data for regional aboveground biomass mapping
Accurate mapping of forest aboveground biomass (AGB) is critical for better understanding
the role of forests in the global carbon cycle. NASA's current GEDI and ICESat-2 missions as …
the role of forests in the global carbon cycle. NASA's current GEDI and ICESat-2 missions as …
The impact of geolocation uncertainty on GEDI tropical forest canopy height estimation and change monitoring
Abstract The Global Ecosystem Dynamics Investigation (GEDI) LiDAR provides new
spaceborne vegetation canopy structural information including relative canopy height …
spaceborne vegetation canopy structural information including relative canopy height …
Waveform LiDAR concepts and applications for potential vegetation phenology monitoring and modeling: a comprehensive review
EAL Salas - Geo-Spatial Information Science, 2021 - Taylor & Francis
Researchers continually demonstrated through published literature how LiDAR could create
unparalleled measurements of ecosystem structure and forest height. There are a number of …
unparalleled measurements of ecosystem structure and forest height. There are a number of …
Spatially continuous mapping of forest canopy height in Canada by combining GEDI and ICESat-2 with PALSAR and Sentinel
Continuous large-scale mapping of forest canopy height is crucial for estimating and
reporting forest carbon content, analyzing forest degradation and restoration, or to model …
reporting forest carbon content, analyzing forest degradation and restoration, or to model …
Factors affecting relative height and ground elevation estimations of GEDI among forest types across the conterminous USA
ABSTRACT The Global Ecosystem Dynamics Investigation (GEDI), a new spaceborne
LiDAR system of the National Aeronautics and Space Administration (NASA), has the …
LiDAR system of the National Aeronautics and Space Administration (NASA), has the …
Comparison analysis of five waveform decomposition algorithms for the airborne LiDAR echo signal
The information from the components obtained by waveform decomposition is usually used
to inverse topography, and classify tree species, etc. Many efforts on waveform …
to inverse topography, and classify tree species, etc. Many efforts on waveform …
Assessing the accuracy of GEDI data for canopy height and aboveground biomass estimates in Mediterranean forests
Global Ecosystem Dynamics Investigation (GEDI) satellite mission is expanding the spatial
bounds and temporal resolution of large-scale mapping applications. Integrating the recent …
bounds and temporal resolution of large-scale mapping applications. Integrating the recent …