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Ralf Loritz

Karlsruhe Institute of Technology

Kaiserstraße 12

Karlsruhe, 76131

Germany

  • Karlsruhe Institute of Technology

SCHOLARLY PAPERS

2

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150

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0

Scholarly Papers (2)

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1.

On How Data are Used in Model Development: The Elephant in the Room

Number of pages: 18 Posted: 13 Jun 2023
Holger R. Maier, Feifei Zheng, Hoshin Gupta, Junyi Chen, Juliane Mai, Dragan Savic, Ralf Loritz, Wenyan Wu, Danlu Guo, Andrew Bennett and Jianshi Zhao
University of Adelaide, Zhejiang University, University of Arizona, Zhejiang University, Helmholtz Centre for Environmental Research - UFZ (Leipzig), University of Exeter, Karlsruhe Institute of Technology, University of Melbourne, affiliation not provided to SSRN, University of Arizona and Tsinghua University
Downloads 98 (699,467)

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Model Development, data splitting, calibration, validation, uncertainty

2.

Exploring Soil Moisture Dynamics and Variability Across Scales and Geological Settings Using Gaussian Mixture-Long Short-Term Memory Networks

Number of pages: 47 Posted: 18 Apr 2025
Balazs Bischof, Daniel Klotz, Hoshin Gupta, Erwin Zehe and Ralf Loritz
Karlsruhe Institute of Technology, affiliation not provided to SSRN, University of Arizona, Karlsruhe Institute of Technology and Karlsruhe Institute of Technology
Downloads 52 (1,052,702)

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soil moisture, small-scale variability, Gaussian Mixture Models, Long-Short Term Memory networks, probabilistic deep learning, variability quantification