3. Introduction
- Does Size Matter? -
Cyclone Tracy (1974), a small
storm with a big impact
Hurricane Patricia (2015), a small
storm with a small impact
Super Typhoon Tip (1979), a big storm with
a (relatively) small impact
Sandy (2012), a big storm with a
big impact
4. • Objectives:
– Create a graphical depiction of storm size
– Order regions of the Northern Hemisphere by storm size
– Develop a model using latitude to predict storm size
Introduction
- Let’s Figure This Out -
5. International Best Track Archive for Climate Stewardship
(IBTrACS)
- National Hurricane Center (NHC)
- Central Pacific Hurricane Center (CPHC)
- Joint Typhoon Warning Center (JTWC)
Methods
- You Have to Start Somewhere -
6. 2014: Three storms crossed into the CPHC’s Area of
Responsibility and (sort of) disappeared.
Methods
- A Bug in the System -
7. Methods
- Everybody Loves Pictures -
Use MATLAB to resample the wind radii data onto a 5
by 5 degree mesh grid
Split data into Eastern and Western Hemispheres
Fix the color bar range
8. Place the data into one of eight different sub-basins
Bootstrap the data to obtain a normal distribution of
mean sizes for each sub-basin
Compare 95% CI and medians of the resampled data
to identify any statistically significant trends
Methods
- Block Party -
9. Train linear regression models with storm size as a
function of latitude using 80% of the total data
Plot the data and the model’s fit line
Obtain the models’ R2 values for the quality of the fit
Test the model on the remaining data
Examine the box plot of the residuals of the tested
data
Methods
- Moving On Up-
16. - In general, storm size increases as one moves
west across a basin and poleward
- North Indian storms are the exception; they are all
pretty small
- Storms in the Atlantic and Western Pacific
Oceans are typically the largest
- Predicting storm size becomes more difficult
as storms gain latitude
- Gulf of Mexico storms vary wildly in size
Discussion
- What It All Means -
17. - Latitude by itself is a very poor predictor of storm
size
- Small sub-basins require many more factors to be
considered
- The variations in activity of different basins
results in inconsistent data quality
- Aircraft reconnaissance needs to resume in the West
Pacific!
Discussion
- What It Doesn’t Show-
18. - This study demonstrated the wildcard nature of
predicting storm size
- Further studies should use larger datasets, include
the Southern Hemisphere, and consider more
potential factors
- The results of this study, and those that build on it
should be used in conjunction with studies of how
storm size affects impact
- The combined data would allow decision makers to
estimate the impact of a tropical cyclone by simply
knowing its size and location
Conclusions
- For the Future -