2026-10-06T10:36:39Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33969766 2026-09-23T03:45:15Z category_25855 item_type_3 month_year_09_2026

Observation-Constrained Reconstruction Reveals Regime-Dependent Greenland Firn Pore-Space Loss Across Greenland Xueyu Zhang (21400889) Lin Liu (74495) Baptiste Vandecrux (5179127) Houjun Jiang (25092967) Hanming Zhang (2269225) Yu Liao (3489437) Zhicai Luo (12038831) Geodynamics Firn density Firn air content mass balance <p dir="ltr">The model input preparation, training, prediction, and testing workflows. Specifically, 01_input.py was used for data preprocessing, fold generation, normalization, and input segmentation; 02_train.py was used for model training; 03_prediction.py was used for validation-set prediction and metric calculation; and 04_test.py was used for independent test-set prediction, ensemble averaging, and final evaluation. The model architecture and data-loading utilities are provided in model_improved3.py, dataset.py, sampler.py, and utils.py.</p> 2026-09-23T03:45:15Z Dataset Dataset 10.6084/m9.figshare.33969766.v1 https://figshare.com/articles/dataset/Observation-Constrained_Reconstruction_Reveals_Regime-Dependent_Greenland_Firn_Pore-Space_Loss_Across_Greenland/33969766 CC BY 4.0