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 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.本数据集为发表于《基于等时层的南极冰架表面积累率与底部融化率的模拟推断》一文的实验数据。本数据集包含合成实验与埃克斯特龙冰架（Ekström Ice Shelf）的经预处理模拟数据。各模拟数据集中，针对每个内部雷达层位（Internal Radar Horizons，下文简称IRH）选取的最优层均存储于"all_layers_final.p"文件，对应模拟的质量平衡参数则存储于"all_mbs_final.p"文件。针对每个内部雷达层位训练完成的神经后验估计器（Neural Posterior Estimator，NPE）模型存储于"inference.p"文件，各后验对应的后验预测模拟数据则分别存储于"post_predictive.p"文件。该数据的可视化与绘图代码可通过https://github.com/mackelab/sbi-ice获取。