csmtools-Data integration workflow for high throughput crop modeling

Benjamin M. L. Leroy1,*, Muhammad Arslan1, David Gackstetter1, Syed Saad Zahidi1, Senthold Asseng1, Andreas Donaubauer2, Joseph Mureithi Gitahi2, Marija Knezevic2, Thomas H. Kolbe2, Giada Matheisen3, Lina Hörl3, Sebastian Burkhart4, Lara Kempf4, Patrick O. Noack4 csmtools - Data integration workflow for high throughput crop modeling Objective Streamlining data sourcing, processing and integration for crop modelling applications RDM and ETL tools for crop modelling Upcoming features →DQ workflow implementation →„Smart“ model calibration →Model diagnostic dashboard →ARC-ICASA data mappings →Full pipeline code-agnostic integration (SciWIn) Completed features ✓Sensor data management software ✓Sensor ETL workflow for string data ✓Orthophotos to VI processing service ✓NVDI-to-phenology estimator ✓Excel data entry ICASA template ✓YAML-based mapping engine ✓Geodata enrichment workflow ✓DSSAT CSM system interface 1Technical University of Munich, Hans Eisenmann-Forum for Agricultural Sciences, Freising, Germany 2Technical University of Munich, Chair of Geoinformatics, Munich, Germany 3Bavarian State Archives, Munich, Germany 4University of Applied Sciences Weihenstephan-Triesdorf, Competence Center for Digital Agriculture, Weidenbach, Germany * Corresponding author: [email protected] Don McCullough „Drone and Moon“ (edited) CC-BY Sebastian Burkhart Sebastian Burkhart