A practical method for long‐range forecasting of ice severity in the Beaufort Sea

[1] A linear regression model is used to forecast end of summer ice conditions in the Beaufort Sea with a few months lead-time. The model retains four sea ice and atmospheric parameters, where decreased spring total and winter multiyear ice concentrations, negative October East Atlantic phases, and positive March North Atlantic Oscillation phases are associated with lighter sea ice conditions. Monte Carlo simulations suggest that the results are not adversely affected by artificial skill, while Durbin-Watson and Variance Inflation Factor statistics imply the final model is statistically valid. Cross validation diagnostics indicate that variations in the four predictors are related to 85% of the variation in sea ice conditions, suggesting that a relatively simple ice-atmosphere statistical model can be used to forecast end of summer ice conditions in the Beaufort Sea.

[1]  J. Rogers Meteorological Factors Affecting Interannual Variability of Summertime lce Extent in the Beaufort Sea , 1978 .

[2]  John E. Walsh,et al.  Arctic Sea Ice Variability in the Context of Recent Atmospheric Circulation Trends , 2000 .

[3]  Michael H. Kutner Applied Linear Statistical Models , 1974 .

[4]  Donald J. Cavalieri,et al.  Observed Hemispheric Asymmetry in Global Sea Ice Changes , 1997 .

[5]  Carl P. Schmertmann,et al.  Assessing Forecast Skill through Cross Validation , 1994 .

[6]  J. Maslanik,et al.  Interannual variability in summer Beaufort Sea ice conditions: Relationship to winter and summer surface and atmospheric variability , 2003 .

[7]  Claire Parkinson Variability of Arctic Sea Ice: The View from Space, An 18-year Record , 2000 .

[8]  J. Michaelsen Cross-Validation in Statistical Climate Forecast Models , 1987 .

[9]  Shalina,et al.  Satellite Evidence for an Arctic Sea Ice Cover in Transformation. , 1999, Science.

[10]  James A. Maslanik,et al.  On the record reduction in 1998 western Arctic Sea‐ice cover , 1999 .

[11]  W. Campbell,et al.  Determination of sea ice parameters with the NIMBUS 7 SMMR , 1984 .

[12]  D. Rothrock,et al.  Recent Changes in Arctic Sea Ice: The Interplay between Ice Dynamics and Thermodynamics , 2000 .

[13]  H. J. Niebauer Variability in Bering Sea ice cover as affected by a regime shift in the North Pacific in the period 1947–1996 , 1998 .

[14]  Russ E. Davis,et al.  Predictability of Sea Surface Temperature and Sea Level Pressure Anomalies over the North Pacific Ocean , 1976 .

[15]  Timothy P. Stanton,et al.  Freshening of the upper ocean in the Arctic: Is perennial sea ice disappearing? , 1998 .

[16]  L. Mysak,et al.  On the origin and evolution of sea-ice anomalies in the Beaufort-Chukchi Sea , 1998 .