Title: El%20Ni
1El Niño-Southern Oscillations Effect on American
Tornados
- Jake Mittelman April
24 2012
2Overview
- ENSO
- Tornados
- Data
- Hypothesis
- Periodogram
- Correlations
- Bootstrap
- Jacknife
Title Source http//en.wikipedia.org/wiki/Tornado
Image Source http//dailypicksandflicks.com/wp-c
ontent/uploads/2012/04/Dallas-Tornado-Throwing-Sem
i-Trucks-and-Trailers.jpg
3El Niño-Southern Oscillation
- Quasiperiodic
- Tropical Pacific Ocean
- Variations in SST
- El Nino Warm Phase
- La Nina Cool Phase
Image Source http//en.wikipedia.org/wiki/El_NiC
3B1o-Southern_Oscillation
4ENSO
5El Nino
La Nina
Image Source http//en.wikipedia.org/wiki/El_NiC
3B1o-Southern_Oscillation
6Tornados
- Severe Weather
- Instability
- Wind Shear
- Lifting
- Moisture
- Moisture
- Tornados more likely with low LCL
- Can increase instability
Image Source http//en.wikipedia.org/wiki/FileBi
nger_Oklahoma_Tornado.jpg
7Hypothesis
- Whole U.S.
- Little to no correlation
- Southeast
- Positive Correlation with El Nino
- Negative Correlation with La Nina (Winter)
- Midwest
- Positive Correlation with La Nina
Image Source http//en.wikipedia.org/wiki/FileDi
mmit_Sequence.jpg
8Nino 3.4 Index
- 1950-2007
- Middle Ocean
- NCAR CGDs Climate Analysis Section
- Compute area averaged total SST from Niño 3.4
region. - Compute monthly climatology (1950-1979) for area
averaged total SST from Niño 3.4 region, and
subtract climatology from area averaged total SST
time series to obtain anomalies. - Smooth the anomalies with a 5-month running mean.
- Normalize the smoothed N3.4 by its standard
deviation over the climatological period
1950-1979.
Image Source http//en.wikipedia.org/wiki/FileEn
so-index-map.png
9Nino 3.4 Index
10Tornado Data Initial Problem
- Severe Weather Database from SPC
- 1950-2007
- EF0-EF5
11LSQR On Tornado
12Pearson Correlation Coefficients
- Strength of Linear Dependence
- Nino 3.4 Tornado (all)
- r .0411
13Correlation By Year
14States
15Southeast (MS, AR, LA, GA, SC, FL, TN, MS, AR,
LA, SC, GA, FL, TN)
16El Nino and La Nina Correlations
- Southeast
- La Nina r 0
- El Nino r 0
- Midwest (IL, IN, IA, KS, MI, MO, NE, ND, OH, SD,
WI) - La Nina r .11
- El Nino r -.06
- Total r .02
- Total
- La Nina r .13
- El Nino r 0
17Periodograms
18CPSD
19Coherence
20Bootstrap
- Tends to be overly optimistic
- Seasons
- Still Working On
- Summer r .15
21Bootstrap
22Jackknife
23Other Research
- Cook, A. R., Schaefer, J.T. 2007
- Used Tornado Days
- Problem Not a lot of Data Total 220 Days
- Found Jet Stream Movement Had Effect
- Used Trends
- Bove, Mark 1999
- Boostrap Method to Increase Data
- Most Places Show No Change
- Knowles, J., Pielke, R. 1993
- Used 7 El Nino and 5 La Nina Events
- Found Little Difference in Number
- But Found El Nino to have Weaker Tornado
Outbreaks
24More I can Do
- Take out More Neutral ENSO Months
- Create Smaller Areas
- Look at Numbers not Linear Correlations
Image Source http//en.wikipedia.org/wiki/Tornado
25Conclusion
- No Correlation Overall
- Number of Tornados and ENSO Phase
- Go More Into Year
- ENSO still can have an effect
- Tornado Strength
- Number per Outbreak
- Location
Image Source http//uncyclopedia.wikia.com/wiki/F
ileAnimated_tornado.gif
26Any Questions?
Image Source http//www.google.com/imgres?imgurl
http//a.abcnews.com/images/US/Severe_Weather_1104
27_wg.jpg