22
UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate change Gregor C. Leckebusch Special Thanks to: M. Donat, D. Renggli, T. Kruschke, K. Nissen, P. Lorenz, T. Pardowitz, U. Ulbrich Institute of Meteorology Freie Universität Berlin, Germany

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

Embed Size (px)

Citation preview

Page 1: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

Quantitative assessment of wind storms and extreme extra-tropical cyclones under climate

change

Gregor C. Leckebusch

Special Thanks to:

M. Donat, D. Renggli, T. Kruschke,

K. Nissen, P. Lorenz, T. Pardowitz, U. Ulbrich

Institute of Meteorology

Freie Universität Berlin, Germany

Page 2: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

0) Outline

Introduction to extra-tropical cyclones

Gaussian and Lagrange Perspective of Cyclonic Activity

Recent climate conditions

Anthropogenic Climate Change

• Objective Wind Storm Identification • Extreme Value Analysis• Anthropogenic Climate Change

Summary

Page 3: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

1. Introduction

Extra-tropical Cyclones: Crucial part of atmospheric circulation;Highly relevant for energy transports

Objective Measure of its strengths?How to deduce information about potential changes of these extreme events?Which processes influence the variability of cyclone occurrence?

Page 4: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

Cyclone & storm~Months ~Days

SST, NAO, snow

Growths factors for cyclones

latent heat Divergence

Baroclinicity

Adapted fromLutgens & Tarbuck (Eds., 2007) ECMWF Forecast for 20.05.2010 00 UTC

Geopotential 500 hPa

Potential Sources of Variability

~Decades

AMM, PNA, AMO, ENSO

~CentenialAnthropogenic Change

1. Introduction

Page 5: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

MSLP: Stormtrack

Ulbrich et al., 2008 J. Climate

2. Gaussian Perspective

NCEP-NCAR, 1961-2000 23 AOGCM Ensemble

Page 6: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

Ulbrich, Pinto, Kupfer, Leckebusch, Spangehl, Reyers (2008), J Climate

1000 hPa Stormtrack: ACC-Signal (SRES A1B)

2. Gaussian Perspective

Page 7: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

ERA40 Re-analysis: Track density Winter (ONDJFM), ALL Systems

Ensemble Mean: Track density Winter (ONDJFM), ALL Systems

Unit: Systems per winter

1961-2000

2. Lagrange Perspective: Cyclone Tracks

Page 8: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

A1B Climate Change Signal All Systems

2. Lagrange Perspective: Cyclone Tracks

Page 9: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

Definition: Extreme Cyclone Systems

Systems with a Laplacian of MSLP ( )above the 95th percentile,

i.e. only the upper 5% of the distribution are recognised here

NCEP or ERA40 re-analysis: most of the historical relevant winter storms are included (as far as storms are resolved by re-analysis data)

2. Lagrange Perspective: Cyclone Tracks

Page 10: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

A1B Climate Change Signal Strong Systems

Weighting via: W

Weight: W2

Weight: W4

For the region of e.g. NE Atlantic:ca. 10-20% increase

2. Lagrange Perspective: Cyclone Tracks

Leckebusch et al., 2008b

Page 11: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

Cyclone Intensity (Laplacian of MSLP) for ALL Systems:

2. Lagrange Perspective: Cyclone Tracks

Page 12: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

European Storm Cyclones

ERA40, 1961-2000

Change Signal GCM-Ensemble

cyclone track density

intensity of storm cyclones

Max.Wind speed during storm days

(Donat, Leckebusch et al., 2010a)Isolines: Inter-model std.-dev

2. Lagrange Perspective: Cyclone Tracks

Page 13: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

Introduction of an objective Storm Severity Index (SSI) (cf. Leckebusch et al., 2008)

3

98

max, 1

)(

),(,0max

Ger

Ger

K

k

T

tkKT A

kv

tkvSSI

98th Percentile(ONDJFM)

m/s

Event Tracking: related to impacts

3. Wind storms: Identification

Page 14: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

• Generalized Pareto Distribution

ξ : shapeσ : scaleμ : shift

Probability density function (pdf)

Containing 3 families of tail distributions• Rotated Weibull (with upper bound)

ξ < 0

• Gumbel (no bound, exponential decay of pdf) ξ = 0

• Fréchet (no upper bound, polynomial decay of pdf) ξ > 0

/1

1exp)(z

zG

e.g. Coles, An Introduction to Statistical Modeling of Extreme Values (2001)

)()( zGdz

dzg

3. Wind storms: 3. Wind storms: EVA

Page 15: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

All tracks are considered, which have at least one track point within the according region:

NORTH-EUROPE (NO-EU)

NORTH-WEST-EUROPE (NW-EU)

SOUTH-EUROPE (SO-EU)

NO

NW

SO

3. Wind storms: EVA

Page 16: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

Threshold selection:

On average 1 event per year and model:= 1024 storms

SSI threshold: 11.19

Percentage of events from single model contribution to the ensemble

Extreme value analysis: Ensemble composition and threshold

%

SSI-Threshold

Region: NW-EU

Page 17: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

Total numbers of events in each 30 year periodENSEMBLESMulti-model ensemble inA1B scenario

Region: NW-EU

Model composition for each 30 year period

Events: SSI > 11.19

3. Wind storms: EVA

Page 18: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

2069-20981971-2000

Return Level of a 50-year EventRegion: NO-Europe

EVA:

stationary &non-stationary

model

ENSEMBLESMulti-model ensemble inA1B scenario

Region: NW-EU

3. Wind storms: EVA

Page 19: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

Region RL5 RL10 RL25 RL50 RL100

NO-EUROPE

+53% +59% +67% +73% +79%

NW-EUROPE

+13% +14% +15% +15% +16%

SO-EUROPE

-19% -27% -36% -43% -49%

Relative changes of Return Levels by 2098 compared to 1971

Trends (non-stationary model)

Red: statistical significant on 95% level

3. Wind storms: EVA

Page 20: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

ECHAM5-OM1: 3x30 Years of 20C climate conditionsGermany !!!

3. Wind storms: EVA

Page 21: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

2011-2040

2041-2070

2071-2100

Results based on 3 x 30 year simulation (ECHAM5-OM1) SRES A1B scenarioRegion: Germany

3. Wind storms: EVA

Page 22: UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch Quantitative assessment of wind storms and extreme extra- tropical cyclones under climate

UNESCO Extreme Meeting, Paris, 27.-29.9.2010 G.C. Leckebusch

Different methods to assess the potential anthropogenic changes in synoptic cyclone behaviour were applied or newly developed

Stormtrack: A 23 MME reveals significant increase at the downstream end of the climatological storm track over the North-Atlantic under ACC conditions

Cyclone tracks: ACC:

Reduction in the number of all cyclones on an hemispheric scale

Increase in frequency of severe cyclones in winter in certain “hotspots”, e.g. Northeast-Atlantic

Extreme Value Analysis identifies changes in the statistical properties of the frequency of severe wind storms

4. Summary