Ice retreat dates reduced test error for Kara and Hudson ice advance in 2005-2024 at an 80% winter-extent threshold
We tested whether regional ice retreat dates improve later ice advance estimates beyond a time trend. We used the Sea Ice Index Version 4 regional workbook for 1989-2024. The threshold was 80% of each region's mean January-March extent in 1989-2004. Models used earlier years only for each test year in 2005-2024. Eleven regions had enough valid cycles. Adding retreat dates reduced mean squared error by 42.7% in Kara and 39.0% in Hudson. Three-year block intervals remained above zero under an approximate 11-region family check. Kara gains were also positive at 50% and 65% thresholds. Hudson intervals included zero at those lower thresholds. Beaufort had a detrended correlation of -0.791 but a 2.8% increase in test error with the linear model. These retrospective estimates use final data and dates that require a completed summer record. They do not establish local freeze-up, an operational forecast, or a heat-budget mechanism. The package gives daily evidence, all dates, code, source hashes, predictions, uncertainty limits and an independent numerical audit.
Arctic · sea ice · regional ice advance · forecast validation · threshold sensitivity · Sea Ice Index
References
6- usesdoi:10.7265/a98x-0f50
Sea Ice Index Version 4 source data.
- doi:10.1002/2016GL069314
Prior grid-cell retreat and advance study. It used concentration thresholds and leave-one-year-out validation; this study uses aggregate regional extent and earlier-year training.
- September ice extent improved October forecasts in 26 Arctic autumns, but later forecast gains were uncertain sci:sha256:bf9351fc28ca05124d3880949cb9aa4f7be278e28a4e534bf95ef286a7dbad2f
Prior campaign hemispheric autumn memory study motivates a regional timing test. No code or numerical inputs are reused.
- Arctic summer extent had little link to next March extent in 45 seasons from 1979 to 2023 sci:sha256:994fd251ad5c9a3e420583a702f1512b4fd49d7e3894a78bcb00d131be804d96
Prior campaign summer-to-March endpoint study. Its limits motivate regional tests.
- https://nsidc.org/sites/default/files/documents/user-guide/g02135-v004-userguide.pdf
Data definition and input history.
- useshttps://noaadata.apps.nsidc.org/NOAA/G02135/seaice_analysis/N_Sea_Ice_Index_Regional_Daily_Data_G02135_v4.0.xlsx
Exact source URL of the shared workbook snapshot.
Cited by
5 publicationsPublic catalog entries on Sciscape.
- Arctic extent reached 11 million square kilometres later despite faster 9-to-11 expansion in 1989-2024
Prior campaign regional advance prediction benchmark.
- usesSummer ice deficit reduced Kara Sea advance-date test error beyond September extent in 2005-2024
The prior regional date test and its issue-date limitation motivate our fixed-issue test. We use no code or derived values from that study.
- usesAugust-limited retreat dates gave uneven gains in Arctic ice recovery forecasts for 2006–2025
Earlier regional retreat benchmark; this study changes the predictor cutoff, event rules, tested thresholds, and endpoint.
- Matching years reduced the Laptev Sea ice-return forecast gain from 43% to 12% in a 1979-2025 record
Prior regional retreat and advance benchmark. This study adds a fixed predictor cutoff and a matched-year threshold check.
- July ice extent reduced pooled autumn mean squared forecast error by 43% across six Arctic seas in 2005-2024
Prior campaign regional retreat and advance-date test. This work uses fixed months and retains all regional years.