Scalable Spatiotemporal Data Structures and Analytics

Fabian Gans

Mission

Handling research data is a key task for almost every modern scientist. In the Department for Biogeochemical Integration we deal with a variety of research datasests, ranging from satellite observations to climate model output or Eddy-Covariance data. The research of the project group “Scalable Spatiotemporal Data Structures and Analytics” focuses on finding strategies to handle these diverse and very large datasets in an efficient way to build data analysis pipelines that fulfill the needs of our scientific questions.

The project group deals with the concept of data cubes and its many applications in big data analysis on cloud computing environments as well as traditional HPC systems.

Team

Name
Phone
Fax
Room
Felix Cremer
PostDoc
  • +49 3641 57-6213
C3.005
MPG PublicationsGithub
Fabian Gans
Geoscientific Programmer, Project Group Leader
  • +49 3641 57-6289
C3.017
MPG Publications
Daniel Loos
PostDoc
  • +49 3641 57-6215
C3.007
GitHub ORCiD
Mélanie Weynants
Scientist
C3-017
MPG PublicationsORCID Github

 

 

Projects

Duration: 10/2021 - 10/2026
PI/Co-PIs: Markus Reichstein, Fabian Gans

The goal of the NFDI4Earth is to provide simple, efficient and open access to all relevant Earth System Data. The NFDI4Earth aims to establish common principles, rules and standards for research data management in Earth system sciences. Major implementation guidelines are the FAIR principles, which do impact the whole research data life cycle.

Participating department members: Markus Reichstein, Fabian Gans
Duration: 06/2022 - 05/2026
PI/Co-PIs: Gregory Duveiller

The mission of Open-Earth-Monitor is to accelerate uptake of environmental information to guide current and future users in research, decision-making and citizens toward the most sustainable solutions.

Participating department members: Fabian Gans, Markus Reichstein and Jacob Nelson

 

 

 

Publications

Journal Article (9)

1.
Journal Article
Mahecha, M. D.; Kraemer, G.; Reinhardt, M.; Montero, D.; Gans, F.; Bastos, A.; Feilhauer, H.; Flika, I.; Jia, C.; Kattenborn, T. et al.; Migliavacca, M.; Mönks, M.; Quaas, J.; Sippel, S.; Walther, S.; Wieneke, S.; Wirth, C.; Camps-Valls, G.: Accelerated north–east shift of the global green wave trajectory. Proceedings of the National Academy of Sciences of the United States of America 123 (9), e2515835123 (2026)
2.
Journal Article
Li, W.; Duveiller, G.; Gans, F.; Smits, J.; Kraemer, G.; Frank, D.; Mahecha, M. D.; Weber, U.; Migliavacca, M.; Ceglar, A. et al.; Keenan, T. F.; Reichstein, M.: Globally synchronized changes in the biosphere, atmosphere, and society identified using public data. One Earth 9 (1), 101559 (2026)
3.
Journal Article
Weynants, M.; Ji, C.; Linscheid, N.; Weber, U.; Mahecha, M. D.; Gans, F.: Dheed: an ERA5 based global database of compound dry and hot extreme events from 1950 to 2023. Earth System Science Data 17 (11), pp. 6621 - 6645 (2025)
4.
Journal Article
Teber, K.; Weynants, M.; Gans, F.; Mahecha, M. D.: Geo-Disasters: Geocoding climate-related events in the international disaster database EM-DAT. Big Earth Data, pp. 1 - 16 (2025)
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