Data · dataset · 2026
Efficient Drift Correction of Initialized Earth System Predictions
Listed in National Center for Atmospheric Research
Ensemble Earth system model predictions initialized from states close to observations generally drift away from observed climatology and towards a biased model climatology over timescales from days to years.
Description
Estimation of drift, the change in forecast climatology with lead time, is essential for computing forecast anomalies that can be meaningfully compared with observed anomalies from the past and used with confidence to credibly anticipate weather pattern changes from weeks to decades in advance.
Conventional methods for estimating drift rely on the availability of a large sample of reforecasts spanning at least two decades, but generating such comprehensive reforecast sets requires a significant investment of both human and computer resources. We show here that subseasonal to decadal forecast drift can be well estimated using minimal reforecast methods that target a predetermined climatological window, yielding forecast anomaly and skill verification metrics that closely match those obtained using standard (much more expensive) methods.
Read the rest (1 more)
Efficient and accurate forecast drift quantification facilitates prediction system experimentation with greatly reduced overhead.
Links
Get the data
- Resource Homepage doi.org/10.5065/tzfd-np04 ↗
download · DOI / persistent id · from data ucar edu
Where it is published
- data.ucar.edu /dataset/efficient-drift-correction-of-initialized-earth-system… ↗
National Center for Atmospheric Research dataset page
landing page · from data ucar edu
Catalogue records · 1
- CKAN API data.ucar.edu/api/3/action/package_show?id=1ed25f27-0c6a-46e6-ae5f-b7e8211b8… ↗
metadata API · from data ucar edu
Topics
- From keywords
- Earth & Environmental Science · Ocean & Atmospheric Science
- Inferred from text
- Climate change science 74%
Provenance · 1 source records, 8 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| National Center for Atmospheric Research | 1ed25f27-0c6a-46e6-ae5f-b7e8211b86cd | 13 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:group:3702 | enrichment · data ucar edu | taxonomy-embedding@1.1.0 | title+keywords+description (74%) |
| concepts[field].local:field:earth-environmental | mapping · data ucar edu | connector:data_ucar_edu@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · data ucar edu | connector:data_ucar_edu@1.0.0 | |
| created_date | source · data ucar edu | connector:data_ucar_edu@1.0.0 | |
| description | source · data ucar edu | connector:data_ucar_edu@1.0.0 | /notes |
| publication_date | source · data ucar edu | connector:data_ucar_edu@1.0.0 | |
| title | source · data ucar edu | connector:data_ucar_edu@1.0.0 | /title |
| updated_date | source · data ucar edu | connector:data_ucar_edu@1.0.0 |