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However, the ground data collection process supporting this effort is time consuming and subjective.
OVER at Vox, J. Vernon Henderson, Adam Storeygard, and David N. Weil write that images of the earth at night can be used to refine GDP data for places that stuffer from poor on the ground data collection.
Further, difficulties in ground data collection in this region present the need for more robust physically-based interpretation of satellite data which extends beyond simple empirical correlations of reflectance data with forest characteristics.
The use of LU/LC data along with established global ESV data sets reduce the costs of ground data collection, and help in tracking of past environmental changes and acquisition of quick and reliable results that can be used for decision making processes.
The spectral history based on multitemporal Landsat imagery can be used to effectively identify mature and old-growth stands whose ages do not match with remote sensing signals due to change occurred during the time between ground data collection and image acquisition.
The statistical parameters adj.R2, RMSE and Bias presented in this study for the evaluation of AGC models are within the range reported by these other studies [33, 38, 47], though it is difficult to make a direct comparison due to differences in LiDAR sensors, pulse density testes, forest types and ground data collection.
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Among these, an over-arching phenomenological approach with grounded data collection and analysis methods has been suggested to most accurately include the patient's voice in PRO development [ 8].
In this paper two aspects of ground reference data collection were analyzed: (1) the positioning error of the ground plots; and (2) the optimal number of training plots.
This knowledge would then inform appropriate ground condition data collection in sports injury surveillance studies that aim to determine the relationship between ground hardness and sports injury risk.
Ground reference data collection represents an important element in the prediction of stem volume with LiDAR-derived variables, and at present it is the most expensive part of such analyses.
As a summer intern at the Long Island Horticultural Research and Extension Center LIHRECC) in Riverhead, N.Y., senior DeAnna D'Attilio is covering a lot of ground, from data collection to travel across Long Island's wine grape community.
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