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Vock, Clarissa; Spyrakos, Evangelos; Neder, Camila; Weith, Friederike; Gomez Farfan, Rosby R; Stark, Juliane V; Bracher, Astrid; Richter, Claudio; Schloss, Irene R; Barrera, Facundo; Jerosch, Kerstin: Unmanned Aerial Vehicle-based Suspended Particulate Matter Concentrations, King George Island, Antarctica (ANT-Land-SIGMA-I, January - March 2023 and ANT-Land-SIGMA-II, December 2024 - February 2025) [dataset]. PANGAEA, https://doi.pangaea.de/10.1594/PANGAEA.997987 (dataset in review)

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Abstract:
This dataset contains raster data with retrieved Suspended Particulate Matter (SPM) concentrations from mosaicked Unmanned Aerial Vehicle-based data from a DJI Phantom 4 Multispectral quadcopter UAV, coupled to a GNSS reference mobile station DJI D-RTK 2. The dataset was collected from January until March 2023 in Maxwell Bay (Potter Cove and Marian Cove), and Admiralty Bay (Ezcurra Inlet and Lussich Cove) in the ANT-Land-SIGMA-I campaign, and during the austral summer of 2024/25 in Admiralty Bay (Mackellar Inlet and Lussich Cove, December 2024), and Maxwell Bay, including Potter Cove (January, February 2025), Marian Cove (January 2025), and Collins Harbour (February 2025), as well as Stranger Point (February 2025) within the ANT-Land-SIGMA-II campaign, using the DJI GS Pro App (V. 2.0.17), which automatically adjusts the flight path to minimize battery consumption and achieve the desired capture overlap of 30% or a front overlap of 90% and a side overlap of 60%. The captures were taken at an altitude of 100m when possible, but the altitude was chosen lower during unfavourable weather conditions. UAV flights were conducted regardless of cloud cover, which was accounted for by the incident light sensor at the top of the UAV, solar angle, and the tidal state, but only at wind speeds below 10 m/s. Image post-processing, i.e., band alignment, vignetting, distortion correction, radiometric adjustment, and direct georeferencing, was performed using the DroneWQ library (https://github.com/aewindle110/DroneWQ), which was specifically designed for multispectral mapping of aquatic surfaces. This was adapted to be compatible with DJI P4M metadata and to follow the DJI processing guide (DJI 2020). Ground calibration panels were unavailable during fieldwork. For practicality, the conversion factor ρ_NIR between the camera and the sunlight sensor signal values was assumed to be 1. The obtained reflectance is therefore only proportional to a physically meaningful reflectance. Data collected during the second campaign contained strong sensor noise. To mitigate salt noise, affected images were filtered using a localised median filter (11x11 kernel). Georeferenced UAV captures were mosaicked using the "Mosaic to New Raster" tool in ArcGIS Pro (3.6.2), whereby the mean value of overlapping pixels was chosen. A random calibration-validation split (80, 20) of the matchup in situ dataset (n=162), which contains extracted measured surface SPM concentrations and R_D, extracted at each in situ water sampling location as the median within a buffer of 0.5 m radius around the sample point, was created for model comparison. An empirical model employing red-blue and blue-green band ratios (modified after Siswanto et al. (2011)) was fitted using a non-linear least squares regression. The resulting model is of the form 10^((c_0+c_1 ((R_D (650))/(R_D (450))) + c_2 ((R_D (450))/(R_D (560))))), with c_0=1.43, c_1=0.49, and c_2= -0.40. The model's performance, given as RMSE [mg/L], R^2, and SSPB(%), is 5.85, 0.60, 3.83, and 7.88, 0.65, 5.92, on the calibration and validation datasets, respectively.
Keyword(s):
Drone; Glacial discharge; Multispectral UAV; Sediment plumes
Supplement to:
Vock, Clarissa; Spyrakos, Evangelos; Bracher, Astrid; Richter, Claudio; Schloss, Irene R; Weith, Friederike; Neder, Camila; Barrera, Facundo; Gomez Farfan, Rosby R; Stark, Juliane V; Jerosch, Kerstin (in prep.): High-resolution Unmanned Aerial Vehicle observations reveal glacial meltwater plume dynamics at King George Island, Antarctic Peninsula.
Related to:
Köhler, Peter; Matz, Thomas; Wesche, Christine (2026): Expeditions to Antarctica: ANT-Land 2024/25 NEUMAYER STATION III, Kohnen Station and Field Campaigns. Berichte zur Polar- und Meeresforschung = Reports on Polar and Marine Research, 807, 224 pp, https://doi.org/10.57738/BZPM_0807_2026
Regnery, Julia; Matz, Thomas; Köhler, Peter; Wesche, Christine (2024): Expeditions to Antarctica: ANT-Land 2022/23 NEUMAYER STATION III, Kohnen Station and Field Campaigns. Berichte zur Polar- und Meeresforschung = Reports on Polar and Marine Research, 784, 217 pp, https://doi.org/10.57738/BzPM_0784_2024
Source:
Vock, Clarissa; Neder, Camila; Stark, Juliane V; Gomez Farfan, Rosby R; Weith, Friederike; Jerosch, Kerstin: Concentrations of Suspended Particulate Matter (surface, 10 m depth) at King George Island, Antarctica (ANT-Land-SIGMA-I, January - March 2023 and ANT-Land-SIGMA-II, December 2024 - February 2025) [dataset]. PANGAEA, https://doi.pangaea.de/10.1594/PANGAEA.998007
Vock, Clarissa; Spyrakos, Evangelos; Jerosch, Kerstin: Georeferenced multispectral Unmanned Aerial Vehicle reflectance data of meltwater plumes at King George Island, Antarctica (ANT-Land-SIGMA-I, Jan - Mar 2023 and ANT-Land-SIGMA-II, Dec 2024 - Feb 2025) [dataset bundled publication]. PANGAEA, https://doi.pangaea.de/10.1594/PANGAEA.998036
Vock, Clarissa; Weith, Friederike; Gomez Farfan, Rosby R; Neder, Camila; Jerosch, Kerstin: Raw Unmanned Aerial Vehicle multispectral imagery of meltwater plumes at King George Island, Antarctica (ANT-Land-SIGMA-I, Jan – Mar 2023 and ANT-Land-SIGMA-II, Dec 2024 – Feb 2025) [dataset bundled publication]. PANGAEA, https://doi.pangaea.de/10.1594/PANGAEA.998035
Other version:
Vock, Clarissa; Weith, Friederike; Gomez Farfan, Rosby R; Neder, Camila; Jerosch, Kerstin: Raw Unmanned Aerial Vehicle multispectral imagery of meltwater plumes at Goulden Cove, Ezcurra Inlet, King George Island, Antarctica (ANT-Land-SIGMA-I, 13 February 2023) [dataset]. PANGAEA, https://doi.pangaea.de/10.1594/PANGAEA.998086
Vock, Clarissa; Weith, Friederike; Gomez Farfan, Rosby R; Neder, Camila; Jerosch, Kerstin: Raw Unmanned Aerial Vehicle multispectral imagery of meltwater plumes at Marian Cove, King George Island, Antarctica (ANT-Land-SIGMA-I, 25 January 2023) [dataset]. PANGAEA, https://doi.pangaea.de/10.1594/PANGAEA.998073
Vock, Clarissa; Weith, Friederike; Gomez Farfan, Rosby R; Neder, Camila; Jerosch, Kerstin: Raw Unmanned Aerial Vehicle multispectral imagery of meltwater plumes at Potter Cove (Head), King George Island, Antarctica (ANT-Land-SIGMA-I, 8 February 2023) [dataset]. PANGAEA, https://doi.pangaea.de/10.1594/PANGAEA.998079
References:
DroneWQ: A Python library for measuring water quality with a multispectral drone sensor [software]. https://github.com/aewindle110/DroneWQ
Siswanto, Eko; Tang, Junwu; Yamaguchi, Hisashi; Ahn, Yu-Hwan; Ishizaka, Joji; Yoo, Sinjae; Kim, Sang-Woo; Kiyomoto, Yoko; Yamada, Keiko; Chiang, Connie; Kawamura, Hiroshi (2011): Empirical ocean-color algorithms to retrieve chlorophyll-a, total suspended matter, and colored dissolved organic matter absorption coefficient in the Yellow and East China Seas. Journal of Oceanography, 67(5), 627-650, https://doi.org/10.1007/s10872-011-0062-z
Funding:
Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Bremerhaven (AWI), grant/award no. CoastalRunoff: Changing Earth - Sustaining our Future" (Topic 4.2)
Horizon 2020 of the European Commission (H2020), grant/award no. 872690: Coastal ecosystem carbon balance in times of rapid glacier melt (CoastCarb)
Coverage:
Median Latitude: -62.181811 * Median Longitude: -58.619631 * South-bound Latitude: -62.257818 * West-bound Longitude: -58.809495 * North-bound Latitude: -62.059787 * East-bound Longitude: -58.325677
Date/Time Start: 2023-01-25T09:37:29 * Date/Time End: 2025-02-28T18:53:21
Minimum DEPTH, water: 0 m * Maximum DEPTH, water: 0 m
Event(s):
ANT-Land-SIGMA-I_EZ1_1_UAV * Latitude Start: -62.174031 * Longitude Start: -58.617222 * Latitude End: -62.177144 * Longitude End: -58.621123 * Date/Time Start: 2023-02-13T13:26:50 * Date/Time End: 2023-02-13T14:27:08 * Location: King George Island * Campaign: ANT-Land_SIGMA-I * Basis: AWI Antarctic Land Expedition * Method/Device: Unmanned Aerial Vehicle (UAV), DJI Technology Co., Phantom 4 Multispectral (UAV_P4)
ANT-Land-SIGMA-I_HC1_1_UAV * Latitude Start: -62.176318 * Longitude Start: -58.535650 * Latitude End: -62.176699 * Longitude End: -58.540469 * Date/Time Start: 2023-02-22T09:23:03 * Date/Time End: 2023-02-22T10:27:19 * Location: King George Island * Campaign: ANT-Land_SIGMA-I * Basis: AWI Antarctic Land Expedition * Method/Device: Unmanned Aerial Vehicle (UAV), DJI Technology Co., Phantom 4 Multispectral (UAV_P4)
ANT-Land-SIGMA-I_KG1_1_UAV * Latitude Start: -62.103790 * Longitude Start: -58.321334 * Latitude End: -62.105713 * Longitude End: -58.332823 * Date/Time Start: 2023-02-14T13:40:37 * Date/Time End: 2023-02-14T15:00:21 * Location: King George Island * Campaign: ANT-Land_SIGMA-I * Basis: AWI Antarctic Land Expedition * Method/Device: Unmanned Aerial Vehicle (UAV), DJI Technology Co., Phantom 4 Multispectral (UAV_P4)
Parameter(s):
#NameShort NameUnitPrincipal InvestigatorMethod/DeviceComment
1Event labelEventVock, Clarissa
2DATE/TIMEDate/TimeVock, ClarissaGeocode
3LATITUDELatitudeVock, ClarissaGeocode
4LONGITUDELongitudeVock, ClarissaGeocode
5DEPTH, waterDepth watermVock, ClarissaGeocode
6LocationLocationVock, Clarissa
7SiteSiteVock, Clarissa
8Raster graphic, GeoTIFF formatGeoTIFFVock, ClarissaUnmanned Aerial Vehicle (UAV), DJI Technology Co., Phantom 4 Multispectral (UAV_P4)UAV-based SPM Mosaic, surface [mg/L]
9Raster graphic, GeoTIFF format (File Size)GeoTIFF (Size)BytesVock, ClarissaUnmanned Aerial Vehicle (UAV), DJI Technology Co., Phantom 4 Multispectral (UAV_P4)UAV-based SPM Mosaic, surface [mg/L]
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:
105 data points

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