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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: 2025-01-14 • DOI 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
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): 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
Further details:
Blattschnitt der Topographischen Karte 1:100 000 (TK100) (b100)
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

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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 Immenstadt, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972238
  2. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Ingolstadt, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972239
  3. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Jena, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972240
  4. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Jüterbog, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972241
  5. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Kaiserslautern, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972242
  6. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Karlsruhe, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972243
  7. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Kassel, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972244
  8. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Kelheim, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972245
  9. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Kempten, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972246
  10. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Kiel, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.971243
  11. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Kitzingen, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972247
  12. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Kleinblittersdorf, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972248
  13. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Koblenz, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972249
  14. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Köln, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972250
  15. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Königssee, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972251
  16. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Konstanz, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972252
  17. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Korbach, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972253
  18. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Krefeld, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972254
  19. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Laboe, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.969015
  20. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Landshut, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972255
  21. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Langen, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.971626
  22. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Lathen, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972045
  23. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Laufenburg, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972256
  24. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Leipzig, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972257
  25. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Lindau, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972258
  26. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Lübeck, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.971947
  27. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Magdeburg, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972165
  28. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Mainz, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972259
  29. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Malchow, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972041
  30. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Mannheim, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972260
  31. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Marburg, Germany from 1986 – 2023. https://doi.org/10.1594/PANGAEA.972261
  32. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Mayen, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972262
  33. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Meiningen, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972263
  34. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Merzig, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972264
  35. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Minden, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972160
  36. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Mönchengladbach, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972265
  37. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Mühldorf, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972266
  38. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Mühlhausen, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972267
  39. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from München, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.965018
  40. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Münster, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972268
  41. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Neu-Ulm, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972270
  42. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Neubrandenburg, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972042
  43. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Neuburg, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972269
  44. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Neuruppin, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972059
  45. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Neuwied, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972271
  46. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Nienburg, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972108
  47. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Niesky, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972272
  48. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Norderney, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.971620
  49. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Nordhausen, Germany from 1986 – 2023. https://doi.org/10.1594/PANGAEA.972273
  50. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Nordhorn, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972075
  51. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Nürnberg, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972274
  52. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Offenburg, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972275
  53. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Olbernhau, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972276
  54. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Oldenburg (Holstein), Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.971252
  55. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Oldenburg (Oldenburg), Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.974117
  56. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Paderborn, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972277
  57. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Papenburg, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972046
  58. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Parchim, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972040
  59. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Passau, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972278
  60. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Pfarrkirchen, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972279
  61. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Potsdam, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972280
  62. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Prenzlau, Germany from 1986 – 2023. https://doi.org/10.1594/PANGAEA.972043
  63. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Prerow, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.969104
  64. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Prüm, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972281
  65. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Quakenbrück, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972076
  66. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Recklinghausen, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972282
  67. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Regensburg, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972283
  68. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Rendsburg, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.971249
  69. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Rheine, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972158
  70. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Riesa, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972284
  71. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Rosenheim, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972285
  72. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Rostock, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.971617
  73. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Saalfeld, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972286
  74. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Saarbrücken, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972287
  75. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Salzwedel, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972055
  76. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Schleswig, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.968997
  77. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Schlüchtern, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972288
  78. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Schwäbisch-Gmünd, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972289
  79. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Schwandorf, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972290
  80. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Schwedt-Oder, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972074
  81. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Schweinfurt, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972291
  82. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Schwerin, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.971948
  83. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Selb, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972292
  84. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Siegen, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972293
  85. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Soltau, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972053
  86. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from St-Peter-Ording, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.969387
  87. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Stendal, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972112
  88. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Stralsund, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.971618
  89. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Stuttgart-Nord, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972294
  90. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Stuttgart-Süd, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972295
  91. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Süderlügum, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.968907
  92. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Suhl, Germany from 1986 – 2023. https://doi.org/10.1594/PANGAEA.972296
  93. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Sylt, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.968798
  94. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Trier, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972297
  95. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Ückermünde, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.971957
  96. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Uelzen, Germany from 1984 – 2023. https://doi.org/10.1594/PANGAEA.972054
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  99. Selsam, P; Lausch, A; Bumberger, J (2025): Satellite Color Images, Vegetation Indices, and Metabolism Indices from Waldmünchen, Germany from 1985 – 2023. https://doi.org/10.1594/PANGAEA.972300
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