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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: 2025-01-14DOI registered: 2025-02-12

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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):
ecosystem transitions; Germany; Image segmentation; indicators; Landsat 5; Landsat 6; Landsat 8; Landsat 9; Landscape pattern; Landscape structure; NDVI; NIRv; Vegetation index
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
Related code / software:
Selsam, Peter (2024): Imalys – ESIS tool for Image Analysis. https://github.com/c7sepe2/Imalys_ESIS-Software-Tools
Documentation:
Selsam, Peter (2024): D-Mosaic (1984-2023) - data description. 3, D-Mosaik_Data-Description.pdf
Selsam, Peter (2024): Overview map of publication series "Germany Mosaic" remote sensing time series. GermanyMosaic_T100_SectionSheets.pdf
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
Size:
213 datasets

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Datasets listed in this publication series

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  1. 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
  2. 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
  3. 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
  4. 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
  5. 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
  6. 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
  7. 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
  8. 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
  9. 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
  10. 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
  11. 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
  12. 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
  13. 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
  14. 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
  15. 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
  16. 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
  17. 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
  18. 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
  19. 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
  20. 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
  21. 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
  22. 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
  23. 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
  24. 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
  25. 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
  26. 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
  27. 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
  28. 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
  29. 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
  30. 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
  31. 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
  32. 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
  33. 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
  34. 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
  35. 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
  36. 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
  37. 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
  38. 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
  39. 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
  40. 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
  41. 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
  42. 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
  43. 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
  44. 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
  45. 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
  46. 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
  47. 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
  48. 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
  49. 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
  50. 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
  51. 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
  52. 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
  53. 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
  54. 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
  55. 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
  56. 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
  57. 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
  58. 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
  59. 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
  60. 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
  61. 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
  62. 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
  63. 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
  64. 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
  65. 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
  66. 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
  67. 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
  68. 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
  69. 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
  70. 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
  71. 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
  72. 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
  73. 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
  74. 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
  75. 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
  76. 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
  77. 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
  78. 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
  79. 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
  80. 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
  81. 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
  82. 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
  83. 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
  84. 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
  85. 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
  86. 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
  87. 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
  88. 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
  89. 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
  90. 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
  91. 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
  92. 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
  93. 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
  94. 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
  95. 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
  96. 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
  97. 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
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  99. 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
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