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: 2020-04-14 • DOI registered: 2020-06-11
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.
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:
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):
Parameter(s):
| # | Name | Short Name | Unit | Principal Investigator | Method/Device | Comment |
|---|---|---|---|---|---|---|
| 1 | Event label | Event | Grüner, Esther | |||
| 2 | Plot | Plot | Grüner, Esther | |||
| 3 | Sample comment | Sample comment | Grüner, Esther | Cut | ||
| 4 | DATE/TIME | Date/Time | Grüner, Esther | Geocode | ||
| 5 | Crop | Crop | Grüner, Esther | |||
| 6 | Latitude, additional | Latitude+ | Grüner, Esther | Leica RTK GNSS | 1 plot corner coordinate latitude | |
| 7 | Longitude, additional | Longitude+ | Grüner, Esther | Leica RTK GNSS | 1 plot corner coordinate longitude | |
| 8 | Latitude, additional | Latitude+ | Grüner, Esther | Leica RTK GNSS | 2 plot corner coordinate latitude | |
| 9 | Longitude, additional | Longitude+ | Grüner, Esther | Leica RTK GNSS | 2 plot corner coordinate longitude | |
| 10 | Latitude, additional | Latitude+ | Grüner, Esther | Leica RTK GNSS | 3 plot corner coordinate latitude | |
| 11 | Longitude, additional | Longitude+ | Grüner, Esther | Leica RTK GNSS | 3 plot corner coordinate longitude | |
| 12 | Latitude, additional | Latitude+ | Grüner, Esther | Leica RTK GNSS | 4 plot corner coordinate latitude | |
| 13 | Longitude, additional | Longitude+ | Grüner, Esther | Leica RTK GNSS | 4 plot corner coordinate longitude | |
| 14 | Biomass, dry mass | Biom dm | t/ha | Grüner, Esther | Weighed (scale) | destructive biomass sampling |
| 15 | Biomass, fresh mass | Biom fm | t/ha | Grüner, Esther | Weighed (scale) | destructive biomass sampling |
| 16 | Nitrogen fixation | N fixation | kg/ha | Grüner, Esther | Difference method: according to Stülpnagel (1982) | |
| 17 | Green band | Green band | Grüner, Esther | Parrot Sequoia, DJI Phantom 3, Agisoft PhotoScan | digital number /DN value | |
| 18 | Red band | Red band | Grüner, Esther | Parrot Sequoia, DJI Phantom 3, Agisoft PhotoScan | digital number /DN value | |
| 19 | Red edge band | Red edge band | Grüner, Esther | Parrot Sequoia, DJI Phantom 3, Agisoft PhotoScan | digital number /DN value | |
| 20 | Near infrared band | Near infr band | Grüner, Esther | Parrot Sequoia, DJI Phantom 3, Agisoft PhotoScan | digital number /DN value | |
| 21 | Green band texture | Green band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 1 (Energy) | |
| 22 | Green band texture | Green band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 2 (Enropy) | |
| 23 | Green band texture | Green band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 3 (Correlation) | |
| 24 | Green band texture | Green band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 4 (Inverse Difference Moment) | |
| 25 | Green band texture | Green band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 5 (Inertia) | |
| 26 | Green band texture | Green band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 6 (Cluster Shade) | |
| 27 | Green band texture | Green band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 7 (Cluster Prominence) | |
| 28 | Green band texture | Green band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 8 (Haralick Correlation) | |
| 29 | Red band texture | Red band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 1 (Energy) | |
| 30 | Red band texture | Red band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 2 (Enropy) | |
| 31 | Red band texture | Red band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 3 (Correlation) | |
| 32 | Red band texture | Red band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 4 (Inverse Difference Moment) | |
| 33 | Red band texture | Red band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 5 (Inertia) | |
| 34 | Red band texture | Red band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 6 (Cluster Shade) | |
| 35 | Red band texture | Red band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 7 (Cluster Prominence) | |
| 36 | Red band texture | Red band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 8 (Haralick Correlation) | |
| 37 | Red edge band texture | Red edge band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 1 (Energy) | |
| 38 | Red edge band texture | Red edge band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 2 (Enropy) | |
| 39 | Red edge band texture | Red edge band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 3 (Correlation) | |
| 40 | Red edge band texture | Red edge band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 4 (Inverse Difference Moment) | |
| 41 | Red edge band texture | Red edge band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 5 (Inertia) | |
| 42 | Red edge band texture | Red edge band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 6 (Cluster Shade) | |
| 43 | Red edge band texture | Red edge band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 7 (Cluster Prominence) | |
| 44 | Red edge band texture | Red edge band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 8 (Haralick Correlation) | |
| 45 | Near infrared band texture | Near infr band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 1 (Energy) | |
| 46 | Near infrared band texture | Near infr band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 2 (Enropy) | |
| 47 | Near infrared band texture | Near infr band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 3 (Correlation) | |
| 48 | Near infrared band texture | Near infr band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 4 (Inverse Difference Moment) | |
| 49 | Near infrared band texture | Near infr band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 5 (Inertia) | |
| 50 | Near infrared band texture | Near infr band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 6 (Cluster Shade) | |
| 51 | Near infrared band texture | Near infr band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 7 (Cluster Prominence) | |
| 52 | Near infrared band texture | Near infr band tex | Grüner, Esther | HaralickTextureExtraction in QGIS | feature 8 (Haralick Correlation) |
License:
Creative Commons Attribution 4.0 International (CC-BY-4.0)
Size:
9455 data points
Download Data
View dataset as HTML (shows only first 2000 rows)
