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

• Main Authors: Moss, Guy, Višnjević, Vjeran, Eisen, Olaf, Oraschewski, Falk, Schröder, Cornelius, Macke, Jakob H., Drews, Reinhard
• Format: Dataset
• Language: unknown
• Published: Zenodo 2023
• Subjects: Antarctic; Ekström Ice Shelf; Antarc*; Ice Shelf
• Online Access: https://dx.doi.org/10.5281/zenodo.10245152; https://zenodo.org/doi/10.5281/zenodo.10245152

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. ...