scales from a few to several thousands of kilometers and from hours to weeks. Current
operational numerical weather prediction (NWP) models struggle with representing the
full range of scales of tropical phenomena. Synoptic to planetary scales are of particular
importance because improved skill in the representation of tropical larger scale features
such as convectively coupled equatorial waves (CCEWs) have the potential of reducing
forecast error propagation from the tropics to the midlatitudes.
Here we evaluate CCEW skill in two sets of model forecasts. First, two recent
versions of NOAA’s Unified Forecast System (UFS): operational GFSv15 forecasts and
experimental GFSv16 forecasts from April through October 2020. And second, several
versions of the subseasonal-seasonal (S2S) component of the UFS: coupled prototypes
5, 7 and 8.
Results show overall better initial CCEW skill in the coupled prototypes than in
operational forecasts, indicating a positive impact from coupling to an ocean model.
Kelvin and Mixed-Rossby Gravity wave skill is below 0.5 by lead time 48 h, while
Equatorial Rossby waves and the Madden-Julian Oscillation forecasts have skill until
lead time 96-144 h in some cases. In general, CCEW precipitation skill increases
somewhat for newer model versions, however the increase is not statistically significant,
leaving room for further improvement.

