1. //
  2. Start
  3. //
  4. Publications
  5. //
  6. Comparing temperature data sources for u...
  7. //

Comparing temperature data sources for use in species distribution models: From in-situ logging to remote sensing

Research output: Journal contributions › Journal articles › Research › peer-review

Authors

  • Jonas J. Lembrechts
  • Jonathan Lenoir
  • Nina Roth
  • Tarek Hattab
  • Ann Milbau
  • Sylvia Haider
  • Loïc Pellissier
  • Aníbal Pauchard
  • Amanda Ratier Backes
  • Romina D. Dimarco
  • Martin A. Nuñez
  • Juha Aalto
  • Ivan Nijs

Aim: Although species distribution models (SDMs) traditionally link species occurrences to free-air temperature data at coarse spatio-temporal resolution, the distribution of organisms might instead be driven by temperatures more proximal to their habitats. Several solutions are currently available, such as downscaled or interpolated coarse-grained free-air temperatures, satellite-measured land surface temperatures (LST) or in-situ-measured soil temperatures. A comprehensive comparison of temperature data sources and their performance in SDMs is, however, currently lacking. Location: Northern Scandinavia. Time period: 1970–2017. Major taxa studied: Higher plants. Methods: We evaluated different sources of temperature data (WorldClim, CHELSA, MODIS, E-OBS, topoclimate and soil temperature from miniature data loggers), differing in spatial resolution (from 1″ to 0.1°), measurement focus (free-air, ground-surface or soil temperature) and temporal extent (year-long versus long-term averages), and used them to fit SDMs for 50 plant species with different growth forms in a high-latitudinal mountain region. Results: Differences between these temperature data sources originating from measurement focus and temporal extent overshadow the effects of temporal climatic differences and spatio-temporal resolution, with elevational lapse rates ranging from −0.6°C per 100 m for long-term free-air temperature data to −0.2°C per 100 m for in-situ soil temperatures. Most importantly, we found that the performance of the temperature data in SDMs depended on the growth forms of species. The use of in-situ soil temperatures improved the explanatory power of our SDMs (R2 on average +16%), especially for forbs and graminoids (R2 +24 and +21% on average, respectively) compared with the other data sources. Main conclusions: We suggest that future studies using SDMs should use the temperature dataset that best reflects the ecology of the species, rather than automatically using coarse-grained data from WorldClim or CHELSA.

Original languageEnglish
JournalGlobal Ecology and Biogeography
Volume28
Issue number11
Pages (from-to)1578-1596
Number of pages19
ISSN1466-822X
DOIs
Publication statusPublished - 22.07.2019
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 2019 John Wiley & Sons Ltd

Related by journal

Beyond the Trail—Understanding Non-Native Plant Invasions in Mountain Ecosystems

Barros, A., Fuentes Lillo, E., Aschero, V., Pauchard, A., Alvarez, M. A., Wedegärtner, R., Clavel, J., Müllerová, J., Pergl, J., Zong, S., Vítková, M., Klinerová, T., Cavieres, L. A., Larson, C., Rew, L. J., Seipel, T., Meffre, C., Arellano, T., Essl, F., Dullinger, S., Gwate, O., Clark, V. R., Achermann, M., Haider, S. & Lembrechts, J. J., 06.2025, In: Global Ecology and Biogeography. 34, 6, 14 p., e70060.

Research output: Journal contributions › Journal articles › Research › peer-review

Traits of dominant plant species drive normalized difference vegetation index in grasslands globally

Engel, T., Bruelheide, H., Hoss, D., Sabatini, F. M., Altman, J., Arfin-Khan, M. A. S., Bergmeier, E., Černý, T., Chytrý, M., Dainese, M., Dengler, J., Dolezal, J., Field, R., Fischer, F. M., Huygens, D., Jandt, U., Jansen, F., Jentsch, A., Karger, D. N., Kattge, J., Lenoir, J., Lens, F., Loos, J., Niinemets, Ü., Overbeck, G. E., Ozinga, W. A., Penuelas, J., Peyre, G., Phillips, O., Reich, P. B., Römermann, C., Sandel, B., Schmidt, M., Schrodt, F., Velez-Martin, E., Violle, C. & Pillar, V., 01.05.2023, In: Global Ecology and Biogeography. 32, 5, p. 695-706 12 p.

Research output: Journal contributions › Journal articles › Research › peer-review

Global patterns and drivers of alpine plant species richness

Testolin, R., Attorre, F., Borchardt, P., Brand, R. F., Bruelheide, H., Chytrý, M., De Sanctis, M., Dolezal, J., Finckh, M., Haider, S., Hemp, A., Jandt, U., Kessler, M., Korolyuk, A. Y., Lenoir, J., Makunina, N., Malanson, G. P., Montesinos-Tubée, D. B., Noroozi, J., Nowak, A., Peet, R. K., Peyre, G., Sabatini, F. M., Šibík, J., Sklenář, P., Sylvester, S. P., Vassilev, K., Virtanen, R., Willner, W., Wiser, S. K., Zibzeev, E. G. & Jiménez-Alfaro, B., 01.06.2021, In: Global Ecology and Biogeography. 30, 6, p. 1218-1231 14 p.

Research output: Journal contributions › Journal articles › Research › peer-review

sPlotOpen – An environmentally balanced, open-access, global dataset of vegetation plots

Sabatini, F. M., Lenoir, J., Hattab, T., Arnst, E. A., Chytrý, M., Dengler, J., De Ruffray, P., Hennekens, S. M., Jandt, U., Jansen, F., Jiménez-Alfaro, B., Kattge, J., Levesley, A., Pillar, V. D., Purschke, O., Sandel, B., Sultana, F., Aavik, T., Aćić, S., Acosta, A. T. R., Agrillo, E., Alvarez, M., Apostolova, I., Arfin Khan, M. A. S., Arroyo, L., Attorre, F., Aubin, I., Banerjee, A., Bauters, M., Bergeron, Y., Bergmeier, E., Biurrun, I., Bjorkman, A. D., Bonari, G., Bondareva, V., Brunet, J., Čarni, A., Casella, L., Cayuela, L., Černý, T., Chepinoga, V., Csiky, J., Ćušterevska, R., De Bie, E., de Gasper, A. L., De Sanctis, M., Dimopoulos, P., Dolezal, J., Dziuba, T., El-Sheikh, M. A. E. R. M., Enquist, B., Ewald, J., Fazayeli, F., Field, R., Finckh, M., Gachet, S., Galán-de-Mera, A., Garbolino, E., Gholizadeh, H., Giorgis, M., Golub, V., Alsos, I. G., Grytnes, J. A., Guerin, G. R., Gutiérrez, A. G., Haider, S., Hatim, M. Z., Hérault, B., Hinojos Mendoza, G., Hölzel, N., Homeier, J., Hubau, W., Indreica, A., Janssen, J. A. M., Jedrzejek, B., Jentsch, A., Jürgens, N., Kącki, Z., Kapfer, J., Karger, D. N., Kavgacı, A., Kearsley, E., Kessler, M., Khanina, L., Killeen, T., Korolyuk, A., Kreft, H., Kühl, H. S., Kuzemko, A., Landucci, F., Lengyel, A., Lens, F., Lingner, D. V., Liu, H., Lysenko, T., Mahecha, M. D., Marcenò, C., Martynenko, V., Moeslund, J. E., Monteagudo Mendoza, A., Mucina, L., Müller, J. V., Munzinger, J., Naqinezhad, A., Noroozi, J., Nowak, A., Onyshchenko, V., Overbeck, G. E., Pärtel, M., Pauchard, A., Peet, R. K., Peñuelas, J., Pérez-Haase, A., Peterka, T., Petřík, P., Peyre, G., Phillips, O. L., Prokhorov, V., Rašomavičius, V., Revermann, R., Rivas-Torres, G., Rodwell, J. S., Ruprecht, E., Rūsiņa, S., Samimi, C., Schmidt, M., Schrodt, F., Shan, H., Shirokikh, P., Šibík, J., Šilc, U., Sklenář, P., Škvorc, Ž., Sparrow, B., Sperandii, M. G., Stančić, Z., Svenning, J. C., Tang, Z., Tang, C. Q., Tsiripidis, I., Vanselow, K. A., Vásquez Martínez, R., Vassilev, K., Vélez-Martin, E., Venanzoni, R., Vibrans, A. C., Violle, C., Virtanen, R., von Wehrden, H., Wagner, V., Walker, D. A., Waller, D. M., Wang, H. F., Wesche, K., Whitfeld, T. J. S., Willner, W., Wiser, S. K., Wohlgemuth, T., Yamalov, S., Zobel, M. & Bruelheide, H., 09.2021, In: Global Ecology and Biogeography. 30, 9, p. 1740-1764 25 p.

Research output: Journal contributions › Journal articles › Research › peer-review

A conceptual map of invasion biology: Integrating hypotheses into a consensus network

Enders, M., Havemann, F., Ruland, F., Bernard-Verdier, M., Catford, J. A., Gómez-Aparicio, L., Haider, S., Heger, T., Kueffer, C., Kühn, I., Meyerson, L. A., Musseau, C., Novoa, A., Ricciardi, A., Sagouis, A., Schittko, C., Strayer, D. L., Vilà, M., Essl, F., Hulme, P. E., van Kleunen, M., Kumschick, S., Lockwood, J. L., Mabey, A. L., McGeoch, M. A., Palma, E., Pyšek, P., Saul, W. C., Yannelli, F. A. & Jeschke, J. M., 01.06.2020, In: Global Ecology and Biogeography. 29, 6, p. 978-991 14 p.

Research output: Journal contributions › Journal articles › Research › peer-review

Other publications by the same author(s)

Assessment of genetic diversity among seed transfer zones for multiple grassland plant species across Germany

Durka, W., Michalski, S. G., Höfner, J., Bucharova, A., Kolář, F., Müller, C. M., Oberprieler, C., Šemberová, K., Bauer, M., Bernt, M., Bleeker, W., Brändel, S., Bucher, S. F., Eibes, P. M., Ewald, M., Goldberg, R., Grant, K., Haider, S., Harpke, A., Haun, F., Kaufmann, R., Korell, L., Kunzmann, D., Lauterbach, D., Leib, S., Lenzewski, N., Loritz, H., Madaj, A. M., Mainz, A. K., Meinecke, P., Mertens, H., Meyer, M. H., Musche, M., Ristow, M., Rosche, C., Roscher, C., Rutte, D., Schacherer, A., Schmidt, W., Schmoldt, J., Schneider, S., Schwarz, J. H., Skowronek, S., Socher, S. A., Stanik, N., Twerski, A., Weiß, K., Weiß, M., Wille, A., Zehm, A. & Zidorn, C., 01.05.2025, In: Basic and Applied Ecology. 84, p. 50-60 11 p.

Research output: Journal contributions › Journal articles › Research › peer-review

Beyond the Trail—Understanding Non-Native Plant Invasions in Mountain Ecosystems

Barros, A., Fuentes Lillo, E., Aschero, V., Pauchard, A., Alvarez, M. A., Wedegärtner, R., Clavel, J., Müllerová, J., Pergl, J., Zong, S., Vítková, M., Klinerová, T., Cavieres, L. A., Larson, C., Rew, L. J., Seipel, T., Meffre, C., Arellano, T., Essl, F., Dullinger, S., Gwate, O., Clark, V. R., Achermann, M., Haider, S. & Lembrechts, J. J., 06.2025, In: Global Ecology and Biogeography. 34, 6, 14 p., e70060.

Research output: Journal contributions › Journal articles › Research › peer-review

Foliar Endophytic Fungal Communities Are Driven by Leaf Traits—Evidence From a Temperate Tree Diversity Experiment

Köhler, M., Castro Sánchez-Bermejo, P., Hähn, G., Ferlian, O., Eisenhauer, N., Wubet, T., Haider, S. & Bruelheide, H., 07.2025, In: Ecology and Evolution. 15, 7, 15 p., e71691.

Research output: Journal contributions › Journal articles › Research › peer-review

Forb diversity globally is harmed by nutrient enrichment but can be rescued by large mammalian herbivory

Nelson, R. A., Sullivan, L. L., Hersch-Green, E. I., Seabloom, E. W., Borer, E. T., Tognetti, P. M., Adler, P. B., Biederman, L., Bugalho, M. N., Caldeira, M. C., Cancela, J. P., Carvalheiro, L. G., Catford, J. A., Dickman, C. R., Dolezal, A. J., Donohue, I., Ebeling, A., Eisenhauer, N., Elgersma, K. J., Eskelinen, A., Estrada, C., Garbowski, M., Graff, P., Gruner, D. S., Hagenah, N., Haider, S., Harpole, W. S., Hautier, Y., Jentsch, A., Johanson, N., Koerner, S. E., Lannes, L. S., MacDougall, A. S., Martinson, H., Morgan, J. W., Olde Venterink, H., Orr, D., Osborne, B. B., Peri, P. L., Power, S. A., Raynaud, X., Risch, A. C., Shrestha, M., Smith, N. G., Stevens, C. J., Veen, G. F. C., Virtanen, R., Wardle, G. M., Wolf, A. A., Young, A. L. & Harrison, S. P., 12.2025, In: Communications Biology. 8, 1, 10 p., 444.

Research output: Journal contributions › Journal articles › Research › peer-review

Improving forest ecosystem functions by optimizing tree species spatial arrangement

Beugnon, R., Albert, G., Hähn, G., Yu, W., Haider, S., Hättenschwiler, S., Davrinche, A., Rosenbaum, B., Gauzens, B. & Eisenhauer, N., 09.07.2025, In: Nature Communications. 16, 1, 10 p., 6286.

Research output: Journal contributions › Journal articles › Research › peer-review

DOI

Recently viewed

Publications

  1. Multiphase-field modeling of temperature-driven intermetallic compound evolution in an Al-Mg system for application to solid-state joining processes
  2. Comparison of Trajectory Estimation Methods Based on LIDAR and Monocular Camera in a Simulated Environment
  3. A Two-Stage Sliding-Mode High-Gain Observer to Reduce Uncertainties and Disturbances Effects for Sensorless Control in Automotive Applications
  4. Deeper Insights into Different Consumer Perceptions of CSR Communication
  5. The buffering effect of selection, optimization, and compensation strategy use on the relationship between problem solving demands and occupational well-being
  6. CubeQA—question answering on RDF data cubes
  7. Automating SPARQL Query Translations between DBpedia and Wikidata
  8. Beyond Structural Adjustment
  9. Mapping perceptions of energy transition pathways
  10. Biomedical Entity Linking with Triple-aware Pre-Training
  11. Analog, Digital, and the Cybernetic Illusion
  12. Developing a Process for the Analysis of User Journeys and the Prediction of Dropout in Digital Health Interventions:
  13. Ontology-based automatic classification for Web pages
  14. Vector Fields Autonomous Control for Assistive Mobile Robots
  15. Combined experimental-numerical analysis of the temperature evolution and distribution during friction surfacing
  16. Digital and IT-Enabled Organizational Transformation - Where Do We Go From Here?
  17. Exploring Management Control Systems for Biodiversity
  18. Model Predictive Control for Energy Optimization in Generators/Motors as Well as Converters and Inverters for Futuristic Integrated Power Networks
  19. Towards a global understanding of tree mortality
  20. Learning to collaborate while collaborating
  21. Nichtlineare Dynamik
  22. Temperature changes using excimer laser irradiation in a cochlear model
  23. Messung von Markenvorstellungen
  24. The influence of balanced and imbalanced resource supply on biodiversity-functioning relationship across ecosystems
  25. Forest gaps increase true bug diversity by recruiting open land species
  26. Formulating and solving integrated order batching and routing in multi-depot AGV-assisted mixed-shelves warehouses
  27. Handling Cytostatic Drugs