Thursday, January 28, 2016

Rewriting repetitive weather patterns with analog signals to aid winter outlooks; 2016 case study

DISCLAIMER: Not everything from this blog post is sound factual science. These are my own thoughts about how I have seen seasonal forecasting methods evolve overtime.


Weather patterns are ever changing, but they aren’t just fluctuating.  Technical weather tools are becoming more widely available for public use and have been rapidly improving over recent decades.  Practically the entire weather enterprise has been transforming their ways of doing business.  Not only are the numerical models that help generate many weather forecasts getting better, but they are also gathering data, being run, verified, and printed in new innovative ways.  Some data from those early years of numerical weather prediction implementations can now be compared with today’s weather patterns less than a century after the first successful numerical weather forecast.  

Atmospheric scientists recently began incorporating historical weather analog years as new tools to better forecast and verify medium and longer range weather patterns.  NASA’s Goddard Institute for Space Studies and NOAA’s Earth System Research Laboratory’s Physical Science Division have both produced mapping websites for anyone who wants to run a model that can produce analogs to be compared to similar atmospheric parameters of the current weather patterns around the world.  Maps for this blog post were generated from NASA and subjectively selected by comparing them to regional surface temperatures from this past November dating back as far as the early  1920s. 

Some background to the 2015-2016 winter anticipation and the significance of analogs in forecasting it

November and December were mild in record fashion in the Eastern United States near the end of 2015.  There were multiple interesting signals from several sources for several months being tossed around the web since early summer 2015 that the upcoming winter had the potential to be another active one.  When you look at the last couple winter seasons around Washington, D.C., you would want to think; how can a third consecutive winter with above average seasonal snowfall be expected?  That would be quite a record for the Nation’s Capital!  


Surface temperature map from NASA’s Goddard Institute for Space Studies for November 2015

Conditions as of November 2015 continue to show one of the warmest periods on record across the tropical Pacific that can be seen in the NASA analog map.  Why would a warm Pacific Ocean lead to snowstorms along the U.S. eastern seaboard when the last time the Pacific sea temperatures were this warm back in the 1997-1998 winter there was very little snow at all in the eastern United States?  The answer may lie in the placement of the warmest ocean water.  This is where the commonly referred to El Nino Southern Oscillation (ENSO) comes into play.  Strongly positive ENSO events tend towards having the warmest waters closer to the South American coastline.  The November 1997 analog map is a prime example of an east based ENSO event and was also the strongest on record!  ENSO values for 2015 were similar to 1997, but one major difference is the proximity of the warmest pacific waters.  This year there are indications that the warmest sea temperatures may gradually shift more toward the Central Pacific.  What does this do?  It shifts regional weather patterns!  1997 was just one of several analogs that were selected for the 2015-2016 winter.

The maps below highlight areas of some similar regional temperature patterns that closely relate to this past November.  The similarities of the ENSO region across the tropical Pacific were chosen as a baseline for each of the selected analog years.  Each analog year had different weather across the globe, but some years show pattern links for only particular regions.  Above average snow seasons for Washington, D.C. among these chosen analogs included 1905, 1957, 1965, 1982, 2002, and 2009.  None of these comparisons will have a perfect fit correlation, but some signals may be common for high snowfall positive ENSO analog years.  Black rings highlight regions that closely match the November 2015 map from earlier.  It’s interesting to see that the ranks for the higher seasonal snowfalls somewhat resemble the ranks of highest to lowest snowfall seasons seen in the table below.  November 1965 was an anomaly in that sense and it would be interesting to learn why that year was so different around the globe with relatively colder global anomalies during such a moderately positive ENSO year. 

Year
D.C. Seasonal Snowfall
Number of Similar Regions
2009
56.1”
7
1957
40.4”
7
2002
40.4”
7
1965
28.4”
2
1982
27.6”
5
1905
25.7”
4
1994
10.1”
5
2006
9.5”
5
1902
8.2”
5


 
  
 

Winter 2016 verification

As of January 28, 2016 the warmest tropical Pacific sea surface temperatures have progressed westward toward the central tropical Pacific as anticipated and Washington D.C. now has above average snowfall for 2016 following a historic blizzard that was successfully forecast a week in advance.  Global sea temperatures remain anomalously high, although seasonal models have been hinting that a rather abrupt turnaround may happen later in 2016 toward more of a negative ENSO signal (La Nina).  Conditions throughout much of the Pacific Basin have already cooled somewhat since the positive ENSO peak that occurred during late 2015 and that trend will likely continue as seen in the ensemble chart from Columbia University’s International Research Institute for Climate and Society. 

ENSO Ensemble Plumes for Mid-January 2016 from Columbia University’s International Research Institute for Climate and Society.