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Sentinel-5P TROPOMI – Ozone (O3), Level 3 – Global

Ozone vertical column density in Dobson Units as derived from Sentinel-5P/TROPOMI observations. The stratospheric ozone layer protects the biosphere from harmful solar ultraviolet radiation. Ozone in troposphere can pose risks to the health of humans, animals, and vegetation. The TROPOMI instrument aboard the SENTINEL-5P space craft is a nadir-viewing, imaging spectrometer covering wavelength bands between the ultraviolet and the shortwave infra-red. TROPOMI's purpose is to measure atmospheric properties and constituents. It is contributing to monitoring air quality and providing critical information to services and decision makers. The instrument uses passive remote sensing techniques by measuring the Top Of Atmosphere (TOA) solar radiation reflected by and radiated from the earth and its atmosphere. The four spectrometers of TROPOMI cover the ultraviolet (UV), visible (VIS), Near Infra-Red (NIR) and Short Wavelength Infra-Red (SWIR) domains of the electromagnetic spectrum, allowing operational retrieval of the following trace gas constituents: Ozone (O3), Nitrogen Dioxide (NO2), Sulfur Dioxide (SO2), Formaldehyde (HCHO), Carbon Monoxide (CO) and Methane (CH4). Daily observations are binned onto a regular latitude-longitude grid. Within the INPULS project, innovative algorithms and processors for the generation of Level 3 and Level 4 products, improved data discovery and access technologies as well as server-side analytics for the users are developed.

Sentinel-5P TROPOMI – Cloud-Top Height (CTH), Level 3 – Global

Global Cloud-Top Height (CTH) as derived from the Sentinel-5P/TROPOMI instrument. Clouds play a crucial role in the Earth's climate system and have significant effects on trace gas retrievals. The cloud-top height is retrieved from the O2-A band using the ROCINN algorithm. Daily observations are binned onto a regular latitude-longitude grid. The TROPOMI instrument aboard the SENTINEL-5P space craft is a nadir-viewing, imaging spectrometer covering wavelength bands between the ultraviolet and the shortwave infra-red. TROPOMI's purpose is to measure atmospheric properties and constituents. It is contributing to monitoring air quality and providing critical information to services and decision makers. The instrument uses passive remote sensing techniques by measuring the Top Of Atmosphere (TOA) solar radiation reflected by and radiated from the earth and its atmosphere. The four spectrometers of TROPOMI cover the ultraviolet (UV), visible (VIS), Near Infra-Red (NIR) and Short Wavelength Infra-Red (SWIR) domains of the electromagnetic spectrum, allowing operational retrieval of the following trace gas constituents: Ozone (O3), Nitrogen Dioxide (NO2), Sulfur Dioxide (SO2), Formaldehyde (HCHO), Carbon Monoxide (CO) and Methane (CH4). Within the INPULS project, innovative algorithms and processors for the generation of Level 3 and Level 4 products, improved data discovery and access technologies as well as server-side analytics for the users are developed.

Tree Species - Sentinel-1/2 - Germany, 2022

The Tree Species Germany product provides a map of dominant tree species across Germany for the year 2022 at a spatial resolution of 10 meters. The map depicts the distribution of ten tree species groups derived from multi-temporal optical Sentinel-2 data, radar data from Sentinel-1, and a digital elevation model. The input features explicitly incorporate phenological information to capture seasonal vegetation dynamics relevant for species discrimination. A total of over 80,000 training and test samples were compiled from publicly accessible sources, including urban tree inventories, Google Earth Pro, Google Street View, and field observations. The final classification was generated using an XGBoost machine learning algorithm. The Tree Species Germany product achieves an overall F1-score of 0.89. For the dominant species pine, spruce, beech, and oak, class-wise F1-scores range from 0.76 to 0.98, while F1-scores for other widespread species such as birch, alder, larch, Douglas fir, and fir range from 0.88 to 0.96. The product provides a consistent, high-resolution, and up-to-date representation of tree species distribution across Germany. Its transferable, cost-efficient, and repeatable methodology enables reliable large-scale forest monitoring and offers a valuable basis for assessing spatial patterns and temporal changes in forest composition in the context of ongoing climatic and environmental dynamics.

Flussmessstelle Nr. 2320 in Werra, Witzenhausen-Blickershausen, Messstation

Dieser Datensatz enthält Informationen zur Flussmessstelle Nr. 2320 in Werra, Witzenhausen-Blickershausen, Messstation. Auf der Webseite zur Messstelle ist ein Link zum Herunterladen der Rohdaten vorhanden.

Europe, 5 year composite (2018-2022)

The SoilSuite contains a collection of different image data products that provide information about the spectral and statistical properties of European soils and other bare surfaces such as rocks. It is created using DLR's Soil Composite Mapping Processor (ScMAP), which utilises the Sentinel-2 data archive. SCMaP is a specialised processing chain for detecting and analysing bare soils/surfaces on a large (continental) scale. Bare surface and soil pixels are selected using a combined NDVI and NBR index (PVIR2) that optimises the exclusion of photosynthetically active and non-active vegetation. The index is calculated and applied for each individual pixel. All SoilSuite products are calculated based on the available Sentinel-2 scenes recorded between January 2018 and December 2022 in Europe. The data package excludes all scenes with a cloud cover of > 80 % and a sun elevation of < 20°. The spectral composite products are calculated from the mean value after extensive removal of clouds, haze and snow effects at both scene and pixel level. The spectral data products are available at a pixel size of 20 m and contain 10 Sentinel-2 bands (B02, B03, B04, B05, B06, B07, B08, B08a, B11, B12). The SoilSuite comprises: (a) “Bare Surface Reflectance Composite – Mean” that provides the spectral properties of soils that vary due to different soil organic carbon (SOC) content, soil moisture and soil minerology. This product is often used for spectral and digital soil mapping approaches, (b) “Bare Surface Reflectance Composite - Standard deviation” informing about the spectral dynamic of bare surfaces and soils, (c) “Bare Surface Reflectance Composite – 95% Confidence” contains information about the reliability of the spectral information due to the number of valid observations per pixel, (d) “Bare Surface Statistics Product” provides the number of bare soil occurrences over the total number of valid observations (Band 1), the number of bare soil occurrences (Band 2) and the total number of valid observations (Band 3), (e) “Mask” is a product that aggregates simple landcover classes that occur during the time period between 2018 - 2022 (Sentinel-2). The three-class Mask contains bare surface occurrences (1), permanent vegetation (2) and other surfaces such as water bodies, urban areas, roads (3). Additionally, the SoilSuite provides (f) “Reflectance Composite – Mean” that represents the mean reflectance of all valid Sentinel-2 observations between 2018 – 2022 including vegetation, bare and other surfaces, and (g) “Reflectance Composite – Standard deviation”, which contains the standard deviation per band for all valid Sentinel-2 observations between 2018 – 2022.

Evidenzbasiertes Assessment für die Gestaltung der deutschen Energiewende auf dem Weg zur Klimaneutralität, Teilvorhaben S0-2

C-Umsatz und C-Festlegung im Boden unter Miscanthus x gigantheus mit Hilfe natürlicher 13C-Abundanz

Angesichts der durch steigende Kohlendioxid (CO2)- Konzentrationen bedingten Klimaerwärmung wird nach Möglichkeiten gesucht, CO2 unter anderem in terrestrischen Senken für längere Zeiträume festzulegen. Am Beispiel von Miscanthus x giganteus (Greef et Deu.) wurde untersucht, ob durch den Anbau von nachwachsenden Rohstoffen eine Kohlenstoff (C)- Festlegung in Böden unterschiedlicher Textur möglich ist. Zu diesem Zweck wird die Methode der natürlichen 13C-Abundanz angewandt. Mit dieser modernen Methode können C-Umsatzzeiten des Gesamtkohlenstoffs im Boden sowie seiner verschieden Pools abgeschätzt werden, aber auch die C-Dynamik auf molekularer Basis durch komponentenspezifische O13C Lipidanalysen untersucht werden. Die Untersuchungen zeigten, dass die unter Miscanthus ermittelten C-Verweilzeiten nur geringfügig länger sind als diejenigen unter Mais. Die jährliche Festlegung von miscanthusbürtigem C in der organischen Bodensubstanz (OBS) bestätigt nur für lehmigen Boden eine höhere C-Sequestrierung von Miscanthus. Es wurde eine vergleichbare C-Akkumulation durch den Miscanthusanbau wie in Grünlandböden festgestellt. Ebenso zeigen Inkubationsexperimente im Miscanthusboden eine ähnliche kumulative CO2-Freisetzung wie in Böden unter Grünland mit einer Tendenz zu geringfügig niedrigeren Freisetzungsraten im Miscanthusboden, Die Anteile von miscanthusbürtigem C am freigesetzten CO2 sind ähnlich wie in Versuchen mit Mais. Es lässt sich eine schnellere Umsetzung des miscanthusbürtigen C in der mikrobiellen Biomasse als leicht umsetzbarer C-Fraktion bestätigen. Die Zugabe leicht verfügbarer organischer Substanzen bewirkte eine verstärkte Mineralisierung der OBS, wobei dieser zusätzlich freigesetzte C entgegen den Erwartungen aus der alten, C3 bürtigen OBS Fraktion stammte. In 13C- Markierungsexperimenten konnte in Miscanthus, Mais, Weizen und Roggen die Verlagerung des kürzlich assimilierten CO2 in Pflanzenteilen verfolgt werden. Eine Verlagerung in den Boden fand hierbei kaum statt. Die O13C-Werte aus den komponentenspezifischen O13C- Lipidanalysen sind vielversprechend für die Diagnose von molekularen Markern und die daraus erfolgende Bestimmung der Umsatzraten. An den CO2- Konzentrationen der Bodenluft und der Herkunft des CO2 konnte der besondere Vegetationszyklus (später Wachstumsbeginn, verzögertes Wurzelwachstum) von Miscanthus wiedergespiegelt werden.

Flussmessstelle Nr. 682 in Dörsbach, Laufenselden, vor Kläranlage

Dieser Datensatz enthält Informationen zur Flussmessstelle Nr. 682 in Dörsbach, Laufenselden, vor Kläranlage. Auf der Webseite zur Messstelle ist ein Link zum Herunterladen der Rohdaten vorhanden.

Sentinel-5P TROPOMI Surface Nitrogendioxide (NO2), Level 4 – Regional (Germany and neighboring countries)

The TROPOMI instrument onboard the Copernicus SENTINEL-5 Precursor satellite is a nadir-viewing, imaging spectrometer that provides global measurements of atmospheric properties and constituents on a daily basis. It is contributing to monitoring air quality and climate, providing critical information to services and decision makers. The instrument uses passive remote sensing techniques by measuring the top of atmosphere solar radiation reflected by and radiated from the earth and its atmosphere. The four spectrometers of TROPOMI cover the ultraviolet (UV), visible (VIS), Near Infra-Red (NIR) and Short Wavelength Infra-Red (SWIR) domains of the electromagnetic spectrum. The operational trace gas products generated at DLR on behave ESA are: Ozone (O3), Nitrogen Dioxide (NO2), Sulfur Dioxide (SO2), Formaldehyde (HCHO), Carbon Monoxide (CO) and Methane (CH4), together with clouds and aerosol properties. This product displays the Nitrogen Dioxide (NO2) near surface concentration for Germany and neighboring countries as derived from the POLYPHEMUS/DLR air quality model. Surface NO2 is mainly generated by anthropogenic sources, e.g. transport and industry. POLYPHEMUS/DLR is a state-of-the-art air quality model taking into consideration - meteorological conditions, - photochemistry, - anthropogenic and natural (biogenic) emissions, - TROPOMI NO2 observations for data assimilation. This Level 4 air quality product (surface NO2 at 15:00 UTC) is based on innovative algorithms, processors, data assimilation schemes and operational processing and dissemination chain developed in the framework of the INPULS project. The DLR project INPULS develops (a) innovative retrieval algorithms and processors for the generation of value-added products from the atmospheric Copernicus missions Sentinel-5 Precursor, Sentinel-4, and Sentinel-5, (b) cloud-based (re)processing systems, (c) improved data discovery and access technologies as well as server-side analytics for the users, and (d) data visualization services.

SWIM Water Extent - Sentinel-1/2 - Daily

SWIM Water Extent is a global surface water product at 10 m pixel spacing based on Sentinel-1/2 data. The collection contains binary layers indicating open surface water for each Sentinel-1/2 scene. Clouds and cloud shadows are removed using ukis-csmask (see: https://github.com/dlr-eoc/ukis-csmask ) and are represented as NoData. The water extent extraction is based on convolutional neural networks (CNN). For further information, please see the following publications: https://doi.org/10.1016/j.rse.2019.05.022 and https://doi.org/10.3390/rs11192330

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