Selsam, Peter; Lausch, Angela; Bumberger, Jan (2025): Germany Mosaic: A 40-Year High-Resolution Remote Sensing Time Series of Germany [dataset publication series]. Helmholtz Centre for Environmental Research - UFZ, PANGAEA, https://doi.org/10.1594/PANGAEA.967266
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Published: 2025-01-14 • DOI registered: 2025-02-12
Abstract:
The "Germany Mosaic" is a time series of Landsat satellite images and vectorized segments covering the entirety of Germany from 1984 to 2023. The image data are divided into TK100 sheet sections (see further details: Blattschnitt der Topographischen Karte 1:100 000). The dataset provides optimized 6-band imagery for each year, representing summer (May to July) and autumn (August to October) seasons, along with vegetation indices such as NDVI (Normalized Difference Vegetation Index) and NirV (Near-Infrared Reflectance of Vegetation) for the same periods. Additionally, vectorized "zones" of approximately homogeneous pixels are available for each year. The spectral properties of the image data and the morphological characteristics of these zones are included as vector attributes (see Documentation: "Mosaic (1984–2023) - Data Description"). An overview of the coverage and quality of all sheet sections is provided as a vector layer titled D-Mosaik_Sheet-Sections within this document.
The Germany Mosaic can also be considered a spatial-temporal Data Cube, enabling advanced analysis and integration into workflows requiring multi-dimensional data. This structure allows users to perform operations such as querying data across specific time periods, analyzing trends over decades, or aggregating spatial information to generate tailored insights for a wide range of research applications.
In mid-latitudes, seasonal variations in vegetation—and consequently in the image data—are typically more pronounced than changes occurring over several years. The temporal segmentation of the dataset has been designed to encompass the entire vegetation period (May to October), with the division into summer and autumn periods capturing seasonal metabolic shifts in natural biotopes. This segmentation also records most agricultural changes, including sowing and harvesting activities. Depending on weather conditions, the individual image data represent either the median, mean value, or the best available image for the specified time period (see Documentation: "Mosaic (1984–2023) - Data Description).
Remote sensing has become an indispensable tool for environmental research, particularly in landscape analysis. Beyond conventional applications, the Germany Mosaic supports the development of digital twins in environmental system research. By providing detailed spatial and temporal data, this dataset enables the modeling of virtual ecosystems, facilitating simulations, scenario testing, and predictive analyses for sustainable management. Moreover, the spatial and temporal trends captured by remotely sensed parameters complement traditional approaches in biological, ecological, geographical, and epidemiological research.
Keyword(s):
Related to:
Selsam, Peter; Bumberger, Jan; Wellmann, Thilo; Pause, Marion; Gey, Ronny; Borg, Erik; Lausch, Angela (2024): Ecosystem Integrity Remote Sensing—Modelling and Service Tool—ESIS/Imalys. Remote Sensing, 16(7), 1139, https://doi.org/10.3390/rs16071139
Selsam, Peter; Gey, Ronny; Lausch, Angela; Bumberger, Jan (2023): Imalys - Image Analysis [software]. Zenodo, https://doi.org/10.5281/ZENODO.8116370
Related code / software:
Selsam, Peter (2024): Imalys – ESIS tool for Image Analysis. https://github.com/c7sepe2/Imalys_ESIS-Software-Tools
Documentation:
Selsam, Peter (2024): Overview map of publication series "Germany Mosaic" remote sensing time series. GermanyMosaic_T100_SectionSheets.pdf
Further details:
Coverage:
Median Latitude: 51.185243 * Median Longitude: 10.401897 * South-bound Latitude: 47.199154 * West-bound Longitude: 5.844871 * North-bound Latitude: 55.198273 * East-bound Longitude: 15.331329
Date/Time Start: 1984-05-01T00:00:00 * Date/Time End: 2023-10-31T00:00:00
License:
Creative Commons Attribution 4.0 International (CC-BY-4.0)
Size:
213 datasets
Download Data
Datasets listed in this publication series
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Aachen, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972177
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Aalen, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972178
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Albstadt, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972179
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Amberg, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972180
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Amrum, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.968950
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Anklam, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.971956
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Ansbach, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972181
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Arnsberg, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972182
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Aue, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972183
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Augsburg, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972184
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Aurich, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.971979
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bad Reichenhall, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972190
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bad Tölz, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972191
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bad-Bergzabern, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972185
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bad-Doberan, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.971250
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bad-Freienwalde, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972156
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bad-Hersfeld, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972187
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bad-Kreuznach, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972188
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bad-Mergentheim, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972189
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bad-Oldesloe, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.971629
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Baden-Baden, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972186
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bamberg, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972192
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bautzen, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972193
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bayreuth, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972194
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Belzig, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972166
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bergen, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.969151
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Berlin-Mitte, Germany from 1985 – 2022. https://doi.org/10.1594/PANGAEA.972927
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Berlin-West, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972155
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bernburg, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972195
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bielefeld, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972159
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bocholt, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972196
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bonn, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972197
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Brandenburg, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972113
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Braunschweig, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972162
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bremen, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972050
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bremerhaven, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972035
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Bremervörde, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972036
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Burghausen, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972198
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Celle, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972110
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Chemnitz, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972199
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Coburg, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972200
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Cottbus, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972201
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Cuxhaven, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.971627
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Darmstadt, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972202
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Deggendorf, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972203
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Demmin, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.971953
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Dessau-Rosslau, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972204
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Diepholz, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972107
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Dortmund, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972205
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Dresden, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972206
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Düsseldorf-Essen, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972207
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Eberswalde, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972073
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Eisenach, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972208
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Eisenhüttenstadt, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972209
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Elmshorn, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.971628
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Emden, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.971958
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Erfurt, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972210
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Esens, Germany from 1987 – 2023. https://doi.org/10.1594/PANGAEA.971621
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Fall, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972211
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Fehmarn, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.969096
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Finsterwalde, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972212
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Frankfurt-Main, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972213
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Frankfurt-Oder, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972214
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Freiburg-Nord, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972215
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Freiburg-Süd, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972216
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Friedrichshafen, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972217
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Fulda, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972218
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Garmisch-Partenkirchen, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972219
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Gartz, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972044
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Gera, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972220
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Gießen, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972221
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Glücksburg, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.968914
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Göppingen, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972222
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Görlitz, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972223
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Goslar, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972224
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Grafenau, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972225
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Greifswald, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.971619
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Gronau-Westfalen, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972157
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Großenhain, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972226
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Guben, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972227
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Gummersbach, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972229
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Güstrow, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.971951
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Gütersloh, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972228
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Hagenow, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972039
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Halberstadt, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972230
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Halle, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972231
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Hamburg-Harburg, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972037
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Hamburg-Wandsbek, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972038
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Hannover-Nord, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972109
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Hannover, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972161
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Heide, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.969379
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Heidelberg, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972232
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Heidenheim, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972233
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Helgoland, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.969340
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Helmstedt, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972163
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Hof, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972234
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Holzminden, Germany from 1986 – 2023. https://doi.org/10.1594/PANGAEA.972235
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Hoyerswerda, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972236
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Husum, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.968963
- Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Idar-Oberstein, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972237