First, here's a map of the October-April mean temperature anomaly, i.e. departure from the standard 1981-2010 normal, based on the NCEP/NCAR reanalysis. This is the 2m temperature output from the reanalysis model - so it does not represent ground truth observations, but nevertheless it's useful. The amplitude of the anomaly is extraordinary, greater than +6°C over a broad swath from the Chukchi Sea to the area around Franz Josef Land, and over +10°C in parts of the latter region.
The NCEP/NCAR reanalysis is rather outdated now (the model is over 20 years old), so it's worth looking at some more modern alternatives. Here are the results from a couple of other reanalysis products:
The NCEP/NCAR reanalysis is rather outdated now (the model is over 20 years old), so it's worth looking at some more modern alternatives. Here are the results from a couple of other reanalysis products:
While there are some modest regional differences between the maps, with MERRA-2 in particular showing less extreme warmth over the Arctic Ocean, the patterns are qualitatively the same. Moreover, all three models show that the seven months ending April 2017 were the warmest such period in the Arctic region for the entire reanalysis period - warmer even than winter 2015-2016. The chart below shows the 65-90°N area average of the 2m temperature anomaly according to the three reanalyses. Despite the models showing some differences in the long-term trends, they agree that the past two winters were much warmer than any others in the modern era.
The obvious next question is - what about actual temperature measurements? Do thermometer readings at weather stations support the huge warm anomaly produced by the models? Based on a set of 19 long-term observing sites that I've used previously on this blog, the answer is unequivocally "yes". The chart below shows monthly mean temperature anomalies from these Arctic sites, and remarkably the 19-station mean temperature was over 3°C above normal for each month from October through April this winter. (But note that in May the average temperature returned to almost exactly normal.)
If we compare the observed temperature anomalies (from the 19 stations) with the reanalysis model temperatures, it's rather amazing to see that the station data shows even more warming than the models, and winter 2016-2017 was warmer than 2015-2016 by a larger margin. Of course the stations are not evenly distributed around the Arctic - we could especially use a few more in the Canadian Arctic - but it does seem possible that the models may actually be underestimating the magnitude of warming.
Finally, the area-average reanalysis temperatures from the high Arctic, 80-90°N, show a 7-month average temperature anomaly of approximately 4-6°C above normal, which is greater than for the Arctic basin as a whole. Of course this represents a very small area of the Earth's surface, but it's a striking anomaly nonetheless. It's no surprise, really, that estimated Arctic sea ice volume at the end of May was about the same as the normal ice volume for the month of July (see the figure below).
[Update June 20]
A reader pointed me to the reanalysis intercomparison tool at NOAA ESRL, which I've seen before but had forgotten when I put this post together. Happily, the NCEP/NCAR reanalysis and MERRA-2 results from NOAA's tool appear to be identical to mine:
How did you produce the MERRA & CFS anomaly plots at the top? I'm familiar with NOAA's WRIT:
ReplyDeletehttps://www.esrl.noaa.gov/psd/cgi-bin/data/testdap/plot.comp.pl
but the resulting maps look nothing like yours.
Jim,
DeleteI obtained the MERRA-2 data and processed it myself; same for CFS, although the post-2010 data comes from the operational CFSv2 analysis (which I think of as a realtime extension of the CFSR).
I updated the blog post with maps from WRIT - the results are the same. Are you sure you were looking at 2m temperature anomaly?
Thanks for reading.
Thanks Richard,
DeleteActually you proved my point for me. I didn't mean to imply that your underlying data is somehow different from WRIT's. Merely that the appearance of your maps is different.
The reason I asked the question is because I recently tried, but failed, to produce 925 & 850 hPa temperature anomaly plots at WRIT.
I was rather hoping that your answer might have been "see this URL" instead of "I processed it myself"!
Ah - sorry - I misunderstood!
DeleteBut it does seem WRIT can produce upper-air temperature anomaly maps - select "Air Temperature" - 850mb - 2017 - Oct - Apr - Anomaly
I see that you've managed the trick, so I went away and tried again. Still no joy though.
ReplyDeleteI can create a mean and climatology plot with no problem. However if I then select the "Anomaly" radio button but make no other changes the resultant .PNG "plot" is non existent and the .NC file is empty.
Curiouser and curiouser!
I've temporarily added a screenshot of the options I used to create an anomaly map for 850mb. Let me know if you have success and I'll remove the image.
DeleteThanks Richard,
ReplyDeleteThat highlighted my issue. If map type is set to anything other than Orthographic a map appears as anticipated. Needless to say I had managed to select Orthographic at some point.
Problem solved. Many thanks for your assistance.