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Grüner, Esther; Wachendorf, Michael; Astor, Thomas (2020): UAV-based multispectral data in legume-grass mixtures [dataset]. PANGAEA, https://doi.org/10.1594/PANGAEA.914667

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Published: 2020-04-14DOI registered: 2020-06-11

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Abstract:
Multispectral data from two legume-grass mixtures (clover- and lucerne-grass) were collected in the year 2018 for aboveground biomass and nitrogen fixation (NFix) estimation. In addition to the mixtures, pure stands of legumes and of grasses of the two mixtures were sown in order to represent variable conditions in practical farming (0-100% legumes). All six treatments were cultivated in four replicates and harvested three times within the year (plot size: 1.5 x 12 m). Destructive biomass samples for fresh (FM) and dry matter (DM) and NFix determination were taken three times at harvest. To cover the entire vegetation season, sub-sampling for DM and FM was done five times between the harvests. Flight missions were carried out one day before each of the eight sampling dates. A multispectral sensor (Parrot Sequoia, MicaSense Inc, Seattle, USA) with four spectral bands (green, red, red edge, near infrared) was mounted on a low-cost unmanned aerial vehicle (UAV; DJI Phantom 3, Advanced, Shenzhen, China). Eight black and white ground control points (GCPs) were distributed in the pathways. Coordinates of the plot corners and GCPs were measured by a Leica real time kinematic global navigation satellite system (Leica RTK GNSS). Orthomosaics were created by the overlapping images with a photogrammetric processing software (Agisoft PhotoScan Professional, Agisoft LLC, St. Petersburg, Russia). The orthomosaics were georeferenced using the coordinates of the GCPs. The mean reflectance value of the four bands was extracted by zonal statistics in QGIS (Quantum Geografic Infromation System) using the four plot corners of each plot as boundaries. Furthermore, eight texture features of every band were calculated, provided by the processing tool HaralickTextureExtraction of the Orfeo Toolbox library (OTB) in QGIS.
Keyword(s):
biomass estimation; grassland; nitrogen fixation; remote sensing; texture features; UAV
Supplement to:
Grüner, Esther; Wachendorf, Michael; Astor, Thomas (2020): The potential of UAV-borne spectral and textural information for predicting aboveground biomass and N fixation in legume-grass mixtures. PLoS ONE, 15(6), e0234703, https://doi.org/10.1371/journal.pone.0234703
Further details:
Stülpnagel, R (1982): Schätzung der von Ackerbohnen symbiontisch fixierten Stickstoffmenge im Feldversuch mit der erweiterten Differenzmethode. Zeitschrift für Acker- und Pflanzenbau, 151, 446-458
Coverage:
Median Latitude: 51.378353 * Median Longitude: 9.913363 * South-bound Latitude: 51.378166 * West-bound Longitude: 9.913002 * North-bound Latitude: 51.378542 * East-bound Longitude: 9.913728
Date/Time Start: 2018-04-18T00:00:00 * Date/Time End: 2018-11-01T00:00:00
Event(s):
Eichenberg_01 * Latitude: 51.378240 * Longitude: 9.913002 * Location: Germay * Comment: Mean coordinates
Eichenberg_02 * Latitude: 51.378230 * Longitude: 9.913015 * Comment: Mean coordinates
Eichenberg_03 * Latitude: 51.378209 * Longitude: 9.913044 * Comment: Mean coordinates
Parameter(s):
#NameShort NameUnitPrincipal InvestigatorMethod/DeviceComment
1Event labelEventGrüner, Esther
2PlotPlotGrüner, Esther
3Sample commentSample commentGrüner, EstherCut
4DATE/TIMEDate/TimeGrüner, EstherGeocode
5CropCropGrüner, Esther
6Latitude, additionalLatitude+Grüner, EstherLeica RTK GNSS1 plot corner coordinate latitude
7Longitude, additionalLongitude+Grüner, EstherLeica RTK GNSS1 plot corner coordinate longitude
8Latitude, additionalLatitude+Grüner, EstherLeica RTK GNSS2 plot corner coordinate latitude
9Longitude, additionalLongitude+Grüner, EstherLeica RTK GNSS2 plot corner coordinate longitude
10Latitude, additionalLatitude+Grüner, EstherLeica RTK GNSS3 plot corner coordinate latitude
11Longitude, additionalLongitude+Grüner, EstherLeica RTK GNSS3 plot corner coordinate longitude
12Latitude, additionalLatitude+Grüner, EstherLeica RTK GNSS4 plot corner coordinate latitude
13Longitude, additionalLongitude+Grüner, EstherLeica RTK GNSS4 plot corner coordinate longitude
14Biomass, dry massBiom dmt/haGrüner, EstherWeighed (scale)destructive biomass sampling
15Biomass, fresh massBiom fmt/haGrüner, EstherWeighed (scale)destructive biomass sampling
16Nitrogen fixationN fixationkg/haGrüner, EstherDifference method: according to Stülpnagel (1982)
17Green bandGreen bandGrüner, EstherParrot Sequoia, DJI Phantom 3, Agisoft PhotoScandigital number /DN value
18Red bandRed bandGrüner, EstherParrot Sequoia, DJI Phantom 3, Agisoft PhotoScandigital number /DN value
19Red edge bandRed edge bandGrüner, EstherParrot Sequoia, DJI Phantom 3, Agisoft PhotoScandigital number /DN value
20Near infrared bandNear infr bandGrüner, EstherParrot Sequoia, DJI Phantom 3, Agisoft PhotoScandigital number /DN value
21Green band textureGreen band texGrüner, EstherHaralickTextureExtraction in QGISfeature 1 (Energy)
22Green band textureGreen band texGrüner, EstherHaralickTextureExtraction in QGISfeature 2 (Enropy)
23Green band textureGreen band texGrüner, EstherHaralickTextureExtraction in QGISfeature 3 (Correlation)
24Green band textureGreen band texGrüner, EstherHaralickTextureExtraction in QGISfeature 4 (Inverse Difference Moment)
25Green band textureGreen band texGrüner, EstherHaralickTextureExtraction in QGISfeature 5 (Inertia)
26Green band textureGreen band texGrüner, EstherHaralickTextureExtraction in QGISfeature 6 (Cluster Shade)
27Green band textureGreen band texGrüner, EstherHaralickTextureExtraction in QGISfeature 7 (Cluster Prominence)
28Green band textureGreen band texGrüner, EstherHaralickTextureExtraction in QGISfeature 8 (Haralick Correlation)
29Red band textureRed band texGrüner, EstherHaralickTextureExtraction in QGISfeature 1 (Energy)
30Red band textureRed band texGrüner, EstherHaralickTextureExtraction in QGISfeature 2 (Enropy)
31Red band textureRed band texGrüner, EstherHaralickTextureExtraction in QGISfeature 3 (Correlation)
32Red band textureRed band texGrüner, EstherHaralickTextureExtraction in QGISfeature 4 (Inverse Difference Moment)
33Red band textureRed band texGrüner, EstherHaralickTextureExtraction in QGISfeature 5 (Inertia)
34Red band textureRed band texGrüner, EstherHaralickTextureExtraction in QGISfeature 6 (Cluster Shade)
35Red band textureRed band texGrüner, EstherHaralickTextureExtraction in QGISfeature 7 (Cluster Prominence)
36Red band textureRed band texGrüner, EstherHaralickTextureExtraction in QGISfeature 8 (Haralick Correlation)
37Red edge band textureRed edge band texGrüner, EstherHaralickTextureExtraction in QGISfeature 1 (Energy)
38Red edge band textureRed edge band texGrüner, EstherHaralickTextureExtraction in QGISfeature 2 (Enropy)
39Red edge band textureRed edge band texGrüner, EstherHaralickTextureExtraction in QGISfeature 3 (Correlation)
40Red edge band textureRed edge band texGrüner, EstherHaralickTextureExtraction in QGISfeature 4 (Inverse Difference Moment)
41Red edge band textureRed edge band texGrüner, EstherHaralickTextureExtraction in QGISfeature 5 (Inertia)
42Red edge band textureRed edge band texGrüner, EstherHaralickTextureExtraction in QGISfeature 6 (Cluster Shade)
43Red edge band textureRed edge band texGrüner, EstherHaralickTextureExtraction in QGISfeature 7 (Cluster Prominence)
44Red edge band textureRed edge band texGrüner, EstherHaralickTextureExtraction in QGISfeature 8 (Haralick Correlation)
45Near infrared band textureNear infr band texGrüner, EstherHaralickTextureExtraction in QGISfeature 1 (Energy)
46Near infrared band textureNear infr band texGrüner, EstherHaralickTextureExtraction in QGISfeature 2 (Enropy)
47Near infrared band textureNear infr band texGrüner, EstherHaralickTextureExtraction in QGISfeature 3 (Correlation)
48Near infrared band textureNear infr band texGrüner, EstherHaralickTextureExtraction in QGISfeature 4 (Inverse Difference Moment)
49Near infrared band textureNear infr band texGrüner, EstherHaralickTextureExtraction in QGISfeature 5 (Inertia)
50Near infrared band textureNear infr band texGrüner, EstherHaralickTextureExtraction in QGISfeature 6 (Cluster Shade)
51Near infrared band textureNear infr band texGrüner, EstherHaralickTextureExtraction in QGISfeature 7 (Cluster Prominence)
52Near infrared band textureNear infr band texGrüner, EstherHaralickTextureExtraction in QGISfeature 8 (Haralick Correlation)
Size:
9455 data points

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