Published December 1, 2023 | Version v0.1.0
Dataset Open

Assets for "Simulation-Based Inference of Surface Accumulation and Basal Melt Rates of an Antarctic Ice shelf from Isochronal Layers"

  • 1. ROR icon University of Tübingen
  • 2. ROR icon University of Bremen
  • 3. ROR icon Alfred Wegener Institute for Polar and Marine Research
  • 4. ROR icon Max Planck Institute for Intelligent Systems

Description

Experimental data reported in "Simulation-Based Inference of Surface Accumulation and Basal Melt Rates of an Antarctic Ice shelf from Isochronal Layers".

Contains processed simulation data for both synthetic and Ekström Ice Shelf experiments. Selected best layers for each Internal Radar Horizons in the respective simulated datasets are contained in "all_layers_final.p", and the respective mass balance parameters for those simulations in "all_mbs_final.p".

Trained Neural Posterior Estimator (NPE) models for each IRH are found in "inference.p" files, and posterior predictive simulations in "post_predictive.p" files for each posterior respectively. Code to visualise and plot this data is found in https://github.com/mackelab/sbi-ice.

Files

Ekstrom.zip

Files (16.3 GB)

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md5:7503c3c8042d8311023103cb37db4bba
5.8 GB Preview Download
md5:546bc31882d4ad26a974b43c11907668
10.5 GB Preview Download

Additional details

Related works

Is required by
Software: https://github.com/mackelab/sbi_ice (URL)