Tornadoes in Europe: Risk and Vulnerability Assessment

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Tornadoes in Europe Risk and vulnerability assessment Bogdan Antonescu * David M. Schultz Geraint Vaughan Kelsey Mulder University of Manchester, UK * AXA Research Fund

Transcript of Tornadoes in Europe: Risk and Vulnerability Assessment

Page 1: Tornadoes in Europe: Risk and Vulnerability Assessment

Tornadoes in Europe Risk and vulnerability assessment

Bogdan Antonescu*

David M. Schultz

Geraint Vaughan

Kelsey MulderUniversity of Manchester, UK

*AXA Research Fund

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Deadly European tornadoes 1091–2013

people

per year(2004–2013)

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What is the spatial distribution

of these tornadoes?

How many tornadoes occur

each year in Europe?

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European Severe Weather Database

tornadoes reported

between 1800–2013

over Europe with QC0+

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Tornadoes in Europe

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Tornadoes in Europe

before 1939

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tornadoes were reported in Europe

between 1800–2013 6258

France Germany

Europe

torn

ado

re

po

rts

% fro

m th

e to

tal n

um

be

r o

f to

rna

do r

ep

ort

s

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torn

ado r

eport

s

tornadoes were reported

in Europe between 2004–2013

2338

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Nomenclature of

Territorial Units for

Statistics (NUTS)

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Bayesian hierarchical models approach

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𝑝𝑘 𝜃 = 𝑒𝑥𝑝 −𝜃/𝑥𝑘

𝑛𝑘|𝑁𝑘 , 𝑝𝑘 𝜃 ∼ 𝐵𝑖𝑛𝑜𝑚𝑖𝑎𝑙 𝑁𝑘, 𝑝𝑘

𝑁𝑘|𝜆 ∼ 𝑃𝑜𝑖𝑠𝑠𝑜𝑛 𝜆𝑎𝑘

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𝑝 𝜃, 𝜆, 𝑁1, … , 𝑁𝐾|𝑛1, … , 𝑛𝐾

𝑘=1

𝐾

𝑝 𝑛𝑘|𝑁𝑘, 𝜃 𝑝 𝑁𝑘|𝜆 𝑝 𝜃 𝑝 𝜆

𝑒𝑥𝑝 𝜃 ~𝑁 𝜇, 𝜎2 ~N 0.5, 10000

𝜆~ 𝑔𝑎𝑚𝑚𝑎 𝑞, 𝑟 ~𝑔𝑎𝑚𝑚𝑎(0.001, 0.001)

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day with favorable tornado parameters (nT)

using the thresholds from Brooks et al. (2003)

for CAPE, LCL, lapse rate, shear

2004–2013 ERA Interim

0.75ox0.75o

1200 UTC35 levels

NCAR/NCEP reanalysis

1997–1999

1.915ox1.875o

1800 UTC28 levels

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day with favorable tornado parameters (nT)

using the thresholds from Brooks et al. (2003)

for CAPE, LCL, lapse rate, shear

log 𝜆 = 𝛼0+ 𝛼1𝑛Explanatory model

2004–2013 ERA Interim

0.75ox0.75o

1200 UTC35 levels

NCAR/NCEP reanalysis

1997–1999

1.915ox1.875o

1800 UTC28 levels

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