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

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 Ho...

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Bibliographic Details
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
Description
Summary: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. ...

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