cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12737990
title: Data: Projecting the Response of Greenland's Peripheral Glaciers to Future Climate Change: Glacier Losses, Sea Level Impact, Freshwater Contributions, and Peak Water Timing

description: The dataset contains supporting data for the paper submitted to The Cryosphere "Projecting the Response of Greenland's Peripheral Glaciers to Future Climate Change: Glacier Losses, Sea Level Impact, Freshwater Contributions, and Peak Water Timing".OGGM_area_projections.nc contains data for Figure 3.OGGM_volume_projections contains data for Figure 4.

OGGM_MassLoss_SLR_projections_regions.nc contains data for Figure 5.

OGGM_solid_ice_discharge_regions.nc contains data for Figure 6.

OGGM_freshwater_runoff_magnitude_composition_timings_projections.nc & OGGM_freshwater_runoff_projections_regions.nc contain data for Figure 7.

OGGM_PeakWaterYear_projections_regions.nc contains data for Figure 8.
description: Greenland's peripheral glaciers are significant contributors to sea level rise and freshwater fluxes, yet their future evolution remains poorly constrained. This study projects the response of these glaciers to future climate change using the Open Global Glacier Model (OGGM) forced by CMIP6 climate data under four emission scenarios. By 2100, the glaciers are projected to lose 19-44 % of their area and 29-52 % of their volume, contributing 10-19 mm to sea level rise. Solid ice discharge is projected to decrease, while freshwater runoff will peak within the 21st century. The runoff composition is projected to change drastically, with shares of glacier ablation decreasing from 92 % in 2021-2030 to 72 % by 2091-2100 and shares of rainfall and snowmelt increasing 8-fold and 15-fold, respectively, suggesting a shift in the hydrological regime. Timing of the maximum runoff varies across scenarios (2050 ± 21 for SSP126; 2082 ± 9 for SSP585) and subregions, with the projected maximum runoff reaching 214-293 Gt/yr, implying significantly increased future freshwater fluxes. These changes will impact fjord water characteristics and coastal hydrography, and potentially influence larger ocean circulation patterns.

Keywords: Climate Change; Greenland’s Peripheral Glaciers; Freshwater; Ice Discharge; Sea Level Rise; OGGM; Peak Water
description: This study was funded by the German Federal Ministry of Education and Research (BMBF) via grant no. 03F0855B and the German Research Foundation (DFG) via grant no. MA 6966/6-1.
DOI: 10.1594/pangaea.240024
title: Planktic foraminifera abundance of Hole 22-215

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.231660
title: Paleomagnetic measurements on DSDP Hole 51-417D
DOI: 10.1594/pangaea.232356
title: Diatom abundance of Hole 94-606

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.232359
title: Diatom abundance of Hole 94-608

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.231688
title: Paleomagnetic measurements on DSDP Hole 79-544B
DOI: 10.1594/pangaea.249319
title: Nannofossil abundance of Hole 2-8A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.232360
title: Diatom abundance of Hole 94-609

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.231702
title: Paleomagnetic measurements on DSDP Hole 90-594
DOI: 10.1594/pangaea.232361
title: Diatom abundance of Hole 94-610

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249348
title: Nannofossil abundance of Hole 30-287

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249349
title: Nannofossil abundance of Hole 32-305

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249368
title: Nannofossil abundance of Hole 45-395

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.232362
title: Diatom abundance of Hole 94-610A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.240056
title: Planktic foraminifera abundance of Hole 6-44

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.232364
title: Diatom abundance of Hole 94-611C

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249505
title: Microfossil abundance of Hole 54-422

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.232369
title: Diatom abundance of Hole 54-420

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.232370
title: Diatom abundance of Hole 54-425

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.232374
title: Diatom abundance of Hole 57-438B

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.232375
title: Diatom abundance of Hole 57-440

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.232377
title: Diatom abundance of Hole 57-440B

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.232379
title: Diatom abundance of Hole 57-441A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.232368
title: Diatom abundance of Hole 54-419

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.232394
title: (Figure 7) Distribution of benthic foraminifers in the Oligocene to upper Miocene DSDP of Hole 71-513A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249832
title: Nannofossil abundance of Hole 9-81

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249758
title: Diatom abundance of Hole 8-71A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249759
title: Diatom abundance of Hole 8-72

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249765
title: Diatom abundance of Hole 22-216

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249769
title: Diatom abundance of Hole 31-292

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249767
title: Diatom abundance of Hole 23-220

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249771
title: Benthic foraminifera abundance of Hole 32-308

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249790
title: Radiolaria abundance of Hole 32-310

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249791
title: Radiolaria abundance of Hole 32-313

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249805
title: Nannofossil abundance of Hole 3-20B

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249895
title: Radiolaria abundance of Hole 54-419

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249896
title: Radiolaria abundance of Hole 54-419A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249897
title: Radiolaria abundance of Hole 54-420

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249898
title: Radiolaria abundance of Hole 54-420A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249899
title: Radiolaria abundance of Hole 54-421

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249900
title: Radiolaria abundance of Hole 54-422

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249914
title: Diatom abundance of Hole 36-330A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249911
title: Diatom abundance of Hole 36-328A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249912
title: Diatom abundance of Hole 36-328B

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249901
title: Radiolaria abundance of Hole 54-423

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249902
title: Radiolaria abundance of Hole 54-424

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249903
title: Radiolaria abundance of Hole 54-424A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249924
title: Dinoflagellate abundance of Hole 14-135

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249881
title: Radiolaria abundance of Hole 9-77

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249882
title: Radiolaria abundance of Hole 9-77A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249883
title: Radiolaria abundance of Hole 9-77B

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249884
title: Radiolaria abundance of Hole 9-78

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249885
title: Radiolaria abundance of Hole 9-79

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249886
title: Radiolaria abundance of Hole 9-79A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249887
title: Radiolaria abundance of Hole 9-80

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249888
title: Radiolaria abundance of Hole 9-80A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249889
title: Radiolaria abundance of Hole 9-81

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.5281/zenodo.12426119
title: Dataset for "Machine Learning Driven Sensitivity Analysis of E3SM Land Model Parameters for Wetland Methane Emissions"

description: This dataset is a part of the paper "Machine Learning Driven Sensitivity Analysis of E3SM Land Model Parameters for Wetland Methane Emissions", accepted for publication in the Journal of Advances in Modeling Earth Systems (JAMES).

Contents

This dataset includes:



lhs-gen-190.csv: Training input LHS samples generated by lhsgen.py.

lhs-gen-50-test.csv: Test input LHS samples generated by lhsgen.py.

190-elm-samples.csv: Training input perturbed parameter samples for performing ELM simulations.

50-elm-test-samples.csv: Test input perturbed parameter samples for performing ELM simulations.

train_CH-CHA.csv: Contains the five ELM simulation output flux values for 240 samples (190 train + 50 test).

lhsgen.py: Script for generating Latin Hypercube Samples.

gpr-fit-new.py: Script for fitting Gaussian Process Regression (GPR) models.

sobol-new.py: Script for performing Sobol sensitivity analysis.


Usage



lhsgen.py:



Use this script to generate the Latin Hypercube Samples for parameter sampling.



gpr-fit-new.py:



This script fits GPR models using the training samples provided in lhs-gen-190.csv.

It tests the models using the input testing samples in lhs-gen-50-test.csv.

The fitted GPR models are stored as .joblib files in the gpr_models directory.

Corresponding cross-validation and R-squared values are stored in .xlsx files.



sobol-new.py:



This script performs Sobol sensitivity analysis using the fitted GPR models by reading the .joblib files.

The Sobol indices are written to .xlsx files in the results directory.
DOI: 10.5281/zenodo.12426120
title: Dataset for "Machine Learning Driven Sensitivity Analysis of E3SM Land Model Parameters for Wetland Methane Emissions"

description: This dataset is a part of the paper "Machine Learning Driven Sensitivity Analysis of E3SM Land Model Parameters for Wetland Methane Emissions", submitted to the Journal of Advances in Modeling Earth Systems (JAMES).

Contents

This dataset includes:



lhs-gen-190.csv: Training input LHS samples generated by lhsgen.py.

lhs-gen-50-test.csv: Test input LHS samples generated by lhsgen.py.

190-elm-samples.csv: Training input perturbed parameter samples for performing ELM simulations.

50-elm-test-samples.csv: Test input perturbed parameter samples for performing ELM simulations.

lhsgen.py: Script for generating Latin Hypercube Samples.

gpr-fit.py: Script for fitting Gaussian Process Regression (GPR) models.

sobol.py: Script for performing Sobol sensitivity analysis.


Usage



lhsgen.py: Use this script to generate the Latin Hypercube Samples for parameter sampling.

gpr-fit.py: This script fits GPR models using the training samples provided in lhs-gen-190.csv and tests using the input testing samples in lhs-gen-50-test.csv. The GPR models are stored as .joblib files. The corresponding cross-validation and R-square values are stored in .xlsx files.

sobol.py: This script performs Sobol sensitivity analysis using the fitted GPR models by reading the .joblib files and writes the Sobol indices to .xlsx files.
DOI: 10.1594/pangaea.249890
title: Radiolaria abundance of Hole 9-82

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249891
title: Radiolaria abundance of Hole 9-82A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.842081
title: Radiosonde measurements from station Alert (2012-01)

description: Start location: Alert, Nunavut, CA; Distance from radiation site: 5 km
DOI: 10.1594/pangaea.842085
title: Radiosonde measurements from station Alert (2012-02)

description: Start location: Alert, Nunavut, CA; Distance from radiation site: 5 km
DOI: 10.1594/pangaea.842084
title: Basic and other measurements of radiation at station Alert (2012-02)
DOI: 10.1594/pangaea.842090
title: Radiosonde measurements from station Alert (2012-03)

description: Start location: Alert, Nunavut, CA; Distance from radiation site: 5 km
DOI: 10.1594/pangaea.842089
title: Basic and other measurements of radiation at station Alert (2012-03)
DOI: 10.1594/pangaea.249369
title: Nannofossil abundance of Hole 45-395A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249570
title: Silicoflagellate abundance of Hole 28-264

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249597
title: Radiolaria abundance of Hole 64-474

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249564
title: Diatom abundance of Hole 71-513

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249598
title: Radiolaria abundance of Hole 64-474A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249565
title: Diatom abundance of Hole 71-513A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249568
title: (Table 1) Stratigraphic distribution and relative abundances of selected diatom and silicoflagellate species in the Pliocene to Quaternary of DSDP Site 90-594

description: Species abundance: R = rare; S = sparse; F = frequent; C = common; A = abundant; lower-case abundance designators are interpreted as reworked occurrences.
DOI: 10.1594/pangaea.240063
title: Planktic foraminifera abundance of Hole 39-359

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.232420
title: Planktic foraminifera abundance of Hole 8-72

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.232429
title: Radiolaria abundance of Hole 12-116

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.240013
title: Ostracoda abundance of Hole 42-375

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.232430
title: Radiolaria abundance of Hole 12-116A

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.240009
title: Ostracoda abundance of Hole 24-237

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.240011
title: Ostracoda abundance of Hole 42-371

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249723
title: Microfossil abundance of Hole 42-376

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249718
title: Microfossil abundance of Hole 42-371

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249719
title: Microfossil abundance of Hole 42-372

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249721
title: Microfossil abundance of Hole 42-374

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249722
title: Microfossil abundance of Hole 42-375

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249683
title: Radiolaria abundance of Hole 21-204

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)
DOI: 10.1594/pangaea.249724
title: Microfossil abundance of Hole 42-378

description: Relative abundance: D = dominant, A = abundant, C = common, F = few, R = rare, T = trace, P = present (numerical values are abundance in percent)