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Data Publisher for Earth & Environmental Science

Kruse, Stefan; Enguehard, Léa; Juday, Glenn; Santosh, Panda; Badola, Anushree; Broers, Jakob; Farkas, Luca; Schladebach, Jacob; Hao, Kunyan; Jackisch, Robert; Döpper, Veronika; Heim, Birgit: Point clouds with ground point classification and individual tree segmentation of 28 northern boreal forest and tundra sites from UAV-based lidar surveys in western and central parts of Alaska in 2024 [dataset]. PANGAEA, https://doi.pangaea.de/10.1594/PANGAEA.980757 (dataset in review)

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Abstract:
This data set presents LiDAR 3D point clouds with centimetre precision, colored by a RGB camera module. It is a collection of processed point clouds that were collected by a UAV-based laser scanner (YellowScan Mapper). The region covered is part of the Boreal Forest and the Tundra-Taiga Ecotone (TTE). The aim is to map the forest structure and in particular to segment individual trees. This allows structural and biophysical information to be derived on forest condition, structure, topography, morphology, disturbance (wildfire, thaw slumps, wind events), thermokarst lakeshore interfaces, etc. The fieldwork was planned and carried out by researchers from the Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research (AWI) and the University of Alaska Fairbanks (UAF). It took place in the summer of 2024, from 18 June to 17 July. The study area covers boreal forests in different bio-climatic regions and revisits sites established in 2023 and adds more sites. Additionally, the Tundra-Taiga Ecotone was sampled at the Seward Peninsula from the westernmost forests in Alaska close to the settlement of Council and towards Nome. At a multitude of sites, we pre-selected locations based on satellite data. At each site, transects at least 50 m wide and 500 m long were flown in a grid of parallel flight lines 20 m apart. At the ground level, one or, in rare cases, multiple 30-metre-diameter plots were inventoried as ground reference data. The recordings were made at an altitude of 70 m above ground liftoff at a speed of 5 m/s, as recommended by the manufacturer. Before each flight, a GPS base station was set up to collect data for later geographic correction. The raw data processing steps involved correcting the flight trajectories in POSPAC PPTX, flight strip alignment in software YellowScan CloudStation, and colorization with RGB module picture data. The subsequent processing and metadata collection in PC2RCHIVE includes (i) ground classification, (ii) creating Digital Terrain Model (DTM), Digital Surface Model (DSM) and Canopy Height Model (CHM), (ii) tree segmentation, (iv) generating maps, and (v) user provided metadata and relevant information from the data processing are summarized in tables.
Keyword(s):
Alaska; boreal forest; canopy cover; CHM; Drone; elevation model; Field measurements; GNSS; Individual Trees; Laser scanning; Lidar; permafrost; point clouds; Surface Elevation; thermokarst; topography; UAS; UAV; UAV data; Vegetation; wildfire
Related code / software:
Farkas, Luca; Kruse, Stefan (2024): StefanKruse/PC2RCHIVE: PC2RCHIVE: a FAIR and easy point cloud archiving GUI [software]. Zenodo, https://doi.org/10.5281/ZENODO.14534516
Funding:
Ministerium für Wissenschaft, Forschung und Kultur, grant/award no. F221-08-AWI/001/002
Coverage:
Median Latitude: 64.657059 * Median Longitude: -158.075384 * South-bound Latitude: 62.221764 * West-bound Longitude: -164.985656 * North-bound Latitude: 65.020402 * East-bound Longitude: -147.836776
Date/Time Start: 2024-06-22T02:22:00 * Date/Time End: 2024-07-09T18:37:00
Minimum Elevation: 20.0 m * Maximum Elevation: 642.0 m
Event(s):
EN23604_20240621_Lidar (EN23604) * Latitude: 62.221764 * Longitude: -150.243371 * Date/Time: 2024-06-22T02:22:00 * Campaign: AK-Land_2024_WAlaska_Forests * Basis: AWI Arctic Land Expedition * Method/Device: Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper
EN23606_20240622_Lidar (EN23606) * Latitude: 63.816705 * Longitude: -148.998405 * Date/Time: 2024-06-22T20:04:00 * Campaign: AK-Land_2024_WAlaska_Forests * Basis: AWI Arctic Land Expedition * Method/Device: Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper
EN23611_20240624_Lidar (EN23611) * Latitude: 64.763502 * Longitude: -148.283759 * Date/Time: 2024-06-24T00:00:00 * Campaign: AK-Land_2024_WAlaska_Forests * Basis: AWI Arctic Land Expedition * Method/Device: Unmanned Aerial Vehicle (UAV), DJI Technology Co, Matrice 300 RTK; coupled with Light detection and ranging scanner (LiDAR), YellowScan, Mapper
Comment:
This work was funded by the Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, for the expedition AK-Land_2024_Beringia North American Forest Change. Additional funding for equipment was provided by the Potsdamer InnoLab für Arktisforschung grant no. F221-08-AWI/001/002, namely the Brandenburg Ministry for Science, Research and Culture. This project has been supported by the DataHub Information Infrastructure funds, projects BorFIT and PC2RCHIVE.
The fieldwork close to Fairbanks was made possible by support from Glenn P. Juday at the University of Fairbanks (UAF). We thank Roy Walluk and his family for their great support to realize the fieldwork leg at the Seward Peninsula.
Parameter(s):
#NameShort NameUnitPrincipal InvestigatorMethod/DeviceComment
1Event labelEventKruse, Stefan
2Sample code/labelSample labelKruse, Stefan
3Date/time startDate/time startKruse, StefanDate and starting time
4LATITUDELatitudeKruse, StefanGeocode
5LONGITUDELongitudeKruse, StefanGeocode
6UTM Zone, Universal Transverse MercatorUTM ZoneKruse, Stefan
7UTM Easting, Universal Transverse MercatorUTM eastmKruse, StefanExtent of the area in UTM coordinates as bounding box, Eastings minimum
8UTM Northing, Universal Transverse MercatorUTM northmKruse, StefanExtent of the area in UTM coordinates as bounding box, Northings minimum
9UTM Easting, Universal Transverse MercatorUTM eastmKruse, StefanExtent of the area in UTM coordinates as bounding box, Eastings maximum
10UTM Northing, Universal Transverse MercatorUTM northmKruse, StefanExtent of the area in UTM coordinates as bounding box, Northings maximum
11AreaAream2Kruse, Stefan
12Number of pointsPoints#Kruse, StefanTotal number of points
13Point densityPoint dens#/m2Kruse, StefanNumber of points per area
14Color descriptionColor descKruse, StefanPoints are RGB colored (yes/no)
15Device typeDeviceKruse, StefanLight detection and ranging scanner (LiDAR) with YellowScan Mapper +Laserscanning device
16Processing softwarePSKruse, StefanUsed software for processing
17Method commentMethod commKruse, StefanMode of strip alignment that conducted in the processing
18ErrorErrorKruse, StefanError after strip alignment
19Correction descriptionCorrKruse, StefanInformation about the correction of the position
20Point cloud, LAS fileLASKruse, StefanLight detection and ranging scanner (LiDAR) with YellowScan Mapper +Ground classified point cloud
21ClassificationClassificationKruse, StefanStatement about the ground classification source
22ParameterParameterKruse, StefanCSF.parameters: Classification.threshold, cloth.resolution, rigidness
23Number of points, on groundPoints ground#Kruse, StefanTotal number of ground points
24Tree height, maximumTree h maxmKruse, StefanTotal number of above-ground point
25ResolutionResmKruse, StefanResolution of the rasterized data (Digital Terrain Model DTM, Digital Surface Model DSM, Canopy Height Model CHM)
26Point cloud, LAS fileLASKruse, StefanLight detection and ranging scanner (LiDAR) with YellowScan Mapper +Individual Tree Detection (ITD) point cloud
27Method commentMethod commKruse, StefanLinear function for LMF
28Tree heightTree heightmKruse, StefanTree segmentation parameter
29Number of pointsPoints#Kruse, StefanTotal number of points in trees
30Number of treesTrees#Kruse, StefanTotal number of detected trees
31Tree crown diameterCrown diammKruse, StefanMean crown diameter of all detected trees
32Tree heightTree heightmKruse, StefanMean height of all detected trees
33Tree height, maximumTree h maxmKruse, StefanMaxiumum height of all detected trees
34Tree height, minimumTree h minmKruse, StefanMinimum height of all detected trees
35Binary ObjectBinaryKruse, Stefanreport
36Point cloud, LAS fileLASKruse, StefanLight detection and ranging scanner (LiDAR) with YellowScan Mapper +aboveground point cloud
37Point cloud, LAS fileLASKruse, StefanLight detection and ranging scanner (LiDAR) with YellowScan Mapper +ground point cloud
38Point cloud, LAS fileLASKruse, StefanLight detection and ranging scanner (LiDAR) with YellowScan Mapper +point cloud
39Text fileTEXTKruse, Stefan
40ImageIMAGEKruse, StefanESRI footprint
41ImageIMAGEKruse, StefanOpen Street Map footprint
42ImageIMAGEKruse, Stefanaspect
43ImageIMAGEKruse, StefanCanopy Height Model
44ImageIMAGEKruse, StefanCanopy Height Model aggregated
45ImageIMAGEKruse, StefanDigital Surface Model
46ImageIMAGEKruse, StefanDigital Terrain Model
47ImageIMAGEKruse, Stefanslope
48Geospatial vector, shapefilesShapefileKruse, Stefantree crown shapefiles
49Geospatial vector, shapefilesShapefileKruse, Stefanfootprint shapefiles
50Geospatial vector, shapefilesShapefileKruse, Stefantrajectory shapefiles
License:
Creative Commons Attribution 4.0 International (CC-BY-4.0) (License comes into effect after moratorium ends)
Status:
Curation Level: Enhanced curation (CurationLevelC)
Size:
1316 data points

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