Remote Sensing · 2015 · 48 citations · 53 references
Natural ResourcesEarth SciencesEcologyForest EcologyForest InventoryRemote SensingLidar Remote SensingLidar-based Elevation ModelingLidar-based Forest MeasurementTropical Forest EcologyTropical Forest InventoryVegetation MonitoringAirborne Lidar Biomass MappingAirborne Lidar Forest InventoryCanopy Biomass EstimationDigital Terrain Model ProcessingLidar-based Biomass EstimationLidar-based Forest InventoryTropical Forest MonitoringTropical Rainforest Ecology
Airborne laser scanning (ALS) is increasingly being used to enhance the accuracy of biomass estimates in tropical forests. Although the technological development of ALS instruments has resulted in ever-greater pulse densities, studies in boreal and sub-boreal forests have shown consistent results even at relatively small pulse densities. The objective of the present study was to assess the effects of reduced pulse density on (1) the digital terrain model (DTM), and (2) canopy metrics derived from ALS data collected in a tropical rainforest in Tanzania. We used a total of 612 coordinates measured with a differential dual frequency Global Navigation Satellite System receiver to analyze the effects on DTMs at pulse densities of 8, 4, 2, 1, 0.5, and 0.025 pulses·m−2. Furthermore, canopy metrics derived for each pulse density and from four different field plot sizes (0.07, 0.14, 0.21, and 0.28 ha) were analyzed. Random variation in DTMs and canopy metrics increased with reduced pulse density. Similarly, increased plot size reduced variation in canopy metrics. A reliability ratio, quantifying replication effects in the canopy metrics, indicated that most of the common metrics assessed were reliable at pulse densities >0.5 pulses·m−2 at a plot size of 0.07 ha.
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A Simple Sequentially Rejective Multiple Test Procedure
Sture Holm · Scandinavian Journal of Statistics · 1979 · 21.8K citations
Leonard A. Stefanski, Wayne A. Fuller, John Wiley · Journal of Business and Economic Statistics · 1988 · 2.9K citations