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As a resident of Houston and a meteorologist, I closely tracked the development or Hurricane Harvey for much of the month of August. As part of that, I watched every new cycle of forecast model runs to determine which one handled the track forecast best.
— Eric Berger (@SpaceCityWX) August 30, 2017
The European model is the best forecasting system in the world for several reasons, most notably because the European modeling center has invested heavily in their model. It has the most advanced computer hardware and has devised the best system to assimilate real-time meteorological observations into its model for future runs. This means the model runs start with the most accurate initial conditions.
Digging into the data
After the storm made its final landfall and moved into the Louisiana coast, I wondered if my casual observation of the European model’s performance matched the data. I reached out to Brian Tang, an atmospheric scientist at the University of Albany who keeps real-time statistics on model performance. Here is the data on Hurricane Harvey and the model performance. Tang confirmed that, overall, the European model had shone brightly during Harvey.
For our purposes, the best tab to look at on his site is “mean absolute error” in forecast track. In Tang’s data for this error, there are several clusters of models worth considering. There are the main global forecast models (North American GFS, Canadian, United Kingdom, and European), NOAA’s primary hurricane-specific models (the HWRF and the new, experimental HMON), and finally a consensus model that averages the track forecasts of other models (TVCN) and the official forecast from the National Hurricane Center.
The numbers at the top of the bar graph represent the number of data points for each model (the European model, for example, has about half as many as the North American model because it runs every 12 hours instead of every six hours). Lower errors, obviously, are better.
When looking at the data, we see several interesting trends. Among the global models, through a 72-hour forecast, the UK model is generally a little bit more accurate than the European model. However at longer time frames, four- and five-day forecasts, the European model shows its class. In fact, the four-day forecasts of the European model were more accurate than the consensus model or even the human forecasters at the National Hurricane Center who weigh all of this data to make their five-day forecasts and draw the cone of uncertainty.
Also of note? NOAA’s new hurricane model, the HMON, performed terribly. I recall during the height of the storm that this model, instead of pulling Harvey toward the Houston area, moved the storm southwestward, into Mexico. This scenario would have spared the fourth largest city in the United States from catastrophic rainfall. Alas, the HMON model’s average error at four days was a staggering 630 nautical miles, compared to about 170 nautical miles for the European model. Oops.