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KIT The Research University in the Helmholtz Association www.kit.edu Hail frequency in Europe Punge, Heinz Jürgen* Bedka, Kristopher** Kunz, Michael* * Institute for Meteorology and Climate Research (IMK-TRO), KIT, Karlsruhe, Germany ** NASA Langley Research Center, Hampton, Virginia, USA

Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

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Page 1: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

KIT – The Research University in the Helmholtz Association www.kit.edu

Hail frequency in Europe

Punge, Heinz Jürgen* Bedka, Kristopher** Kunz, Michael** Institute for Meteorology and Climate Research (IMK-TRO), KIT, Karlsruhe, Germany

** NASA Langley Research Center, Hampton, Virginia, USA

Page 2: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)2 Prof. Max Mustermann - Title

Hail perception – Local scale

Weather

observation

Damage inspection

07.04.2017

HHSOW, pixelio.de

Page 3: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)3

Hail measurements on the local scale

Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

Databases from news

reports, spotters, apps

(ESWD, EWOBS)

Conventional weather

stations

G. Lufft Mess- und RegeltechnikHail pad networks (regional level)

Berthet et al. 2011

Page 4: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)4

Weather stations

Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

Burcea MWR 2016

• Sensitive to observer training

• Long time series needed

• Manned network often sparse

Page 5: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)5

Hailpads

Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

Berthet et al. AR 2011

Region Country Pad

count

Area

Lower AT Austria 126 500

Styria Austria 164 700

East Croatia 730 20000

Lleida Spain 100 2500

Valdejon Spain 176 2800

Léon Spain 250 1000

FVG Italy 360 4500

Trentino Italy 271 2000

Napf Switzerland 370 1200

Macedonia Greece 140 2400

France ~1000 66500

Page 6: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)6

Hail frequency from reports?

Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

p(dmax=d) ~ exp(-λ d)

E[max 𝑑 ] = λσ𝑘=1𝑁 1/𝑘 for N observations

fhail = N c / T with coverage fraction c, time period T

Punge and Kunz AR 2016

Page 7: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)7

Hail perception – Regional scale

Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

13 July 1788, (Tessier)

28 July 2013

Paris

London

• Event-based view

for insurers

• Often a national

view - but storms

cross borders

11 September 2011

• Radar networks

often national

Page 8: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)8

Integrated assessment: 28 July 2013

Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

Kunz et al,

Manuscript

submitted

Page 9: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)10

Regional scale hail estimates - Radar

Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

Nisi QJRMS 2016

France 1999-2013

Fluck, pers.comm.

Switzerland 2002-2014

Page 10: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)11

Hail perception – continental scale

Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

Punge and Kunz AR 2016

Page 11: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)12

Extract contour lines…

… from regional and national hail maps

Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

Page 12: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)13 Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

Extract contour lines…

… from regional and national hail maps

- Overlap frequent

- Regions missing

- Relative weights uncertain

Page 13: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)14 14 May 2015

A continental-scale hail proxy:

Overshooting cloud tops

Overshooting tops (OTs): intrusions of

convective cloud to lower stratosphere

Indicator of very strong convective

updrafts

Detection of cold pixels in IR satellite

imagery

Meteosat (MSG):

SEVIRI instrument

cloud top temperatures

28 July 2013,

13-17 UTC28.07.2013

OT

Hailstorms in Europe [email protected]

Page 14: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)16

OT frequency Europe 2004-2014

Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

MSG SEVIRI

15-minute

scan interval

April to

September

Page 15: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)17

OT frequency Europe (MSG SEVIRI), 2004-2014

Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

Page 16: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)18

A filtering procedure

Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

Atmospheric conditions from

ERA-INTERIM

Compare CDF for OTs and

hail reports

Define threshold

Page 17: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)19

Filter for:

CAPE > 5 J/kg

Bulk wind shear > -0.97m/s

Freezing level height,

<4420m

Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

OT frequency Europe, filtered

Page 18: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)20

Application for Australia

JMA MT-SAT hourly scans

(2005-2015)

Page 19: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)21

Continental hail frequency estimate

Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

Occurences

year and 100 km²

Produced with QGIS, 2015

Page 20: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)22 14 May 2015 Hailstorms in Europe [email protected]

Continental hail frequency estimate

Page 21: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)23 Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

Continental hail frequency estimate

Page 22: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)24 Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

Continental hail frequency estimate

Page 23: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)25 14 May 2015

Willis Re European Hail Model

Stochastic generation of

>1.000.000 events

(over land; ~5.000 years)

Reliable spatial distribution of

events

Methods consistent for all

European areas

Add portfolio data to estimate

loss vs. Return period, e.g.,

PML200

Number of stochastic hail events per grid

box (~1 km²) in (estimated) 225 years

Punge et al., 2014

Hailstorms in Europe [email protected]

Page 24: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)26

Hail event modelling

Heinz Jürgen Punge – Hail frequency in Europe06/04/17

Page 25: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)28

Subsampling of events to mimick storm clusters

Heinz Jürgen Punge – Hail frequency in Europe07.04.2017

Page 26: Hail frequency in Europeoccrdata.unibe.ch/events/hail2/HJPunge.pdfconvective cloud to lower stratosphere Indicator of very strong convective updrafts Detection of cold pixels in IR

INSTITUTE FOR METEOROLOGY AND CLIMATE RESEARCH (IMK-TRO)29

Summary

Satellite and radar data enables reliable hail frequency estimates

- Impact of orography: Highest around Alps and Pyrenees

- constrained by environmental conditions

Point observations and measurements are valuable for calibration

Stochastic event sets for hazard/risk modelling on continental scale

- Reproduction of historic “event” properties

- Challenge to represent clusters of storms on the same day