Climate data for adaptation and vulnerability assessments (SWE) – west — ACCESS-ESM1-5 (Historical)

Khoshnood Motlagh, Sajad; de Lima Moraes, Andre Geraldo; Smith, Kayla

Dataset
Summary
[ Derived from parent entry - See data hierarchy tab ]

The ClimAVA_SWE data set — where ClimAVA stands for Climate Data for Adaptation and Vulnerability Assessments — provides high-resolution (4 km) future climate projections derived from 13 CMIP6 General Circulation Models (GCMs). It focuses on Snow Water Equivalent (SWE), a crucial indicator of water availability, hydrologic extremes, and climate-related vulnerability, and includes projections for three Shared Socioeconomic Pathways (SSP245, SSP370, and SSP585) at a daily temporal scale. The initial release of ClimAVA_SWE covers the entire western United States. ClimAVA_SWE is produced using the newly developed Spatial Interactions Downscaling (SPID) method, which ensures high-quality downscaling through advanced machine learning techniques. SPID captures the relationship between large-scale spatial patterns at GCM resolution and fine-scale pixel values. For each pixel, two Random Forest models (one for the accumulation period and one for the ablation period) were trained using fine-resolution reference data as the predictand, and nine neighboring pixels from a spatially resampled (coarser) version of the reference data as predictors. These trained models are then applied to bias-corrected GCM data to generate the downscaled projections. The resulting dataset maintains strong climate realism and effectively represents extreme events.
Project
ClimAVA (Climate data for adaptation and vulnerability assessments)
Spatial Coverage
Longitude -124.75 to -102 Latitude 31.33 to 49.04
Temporal Coverage
1981-01-01 to 2014-12-31 (365_day)
Use constraints
Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/)
Data Catalog
World Data Center for Climate
Access constraints
registered users
Size
1.16 GiB (1244487850 Byte)
Format
NetCDF
Status
completely archived
Creation Date
Future Review Date
2035-11-12
Download Permission
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Cite as
[ Derived from parent entry - See data hierarchy tab ]
Khoshnood Motlagh, Sajad; de Lima Moraes, Andre Geraldo; Smith, Kayla (2025). Climate data for adaptation and vulnerability assessments (SWE) – west. World Data Center for Climate (WDCC) at DKRZ. https://doi.org/10.26050/WDCC/ClimAVA-SWE

BibTeX RIS
VariableAggregationUnit
surface_snow_amount
CF
dailykg m-2

Parent

Climate data for adaptation and vulnerability assessments (SWE) – west - ACCESS-ESM1-5
Details
[Entry acronym: ClimAVA-SWE-A15_hist] [Entry id: 5332445]