SlideShare a Scribd company logo
Jessica Loriaux, Geert Lenderink, Stephan de Roode
(Extreme) Precipitation, Present and Future
Pier Siebesma
TU Delft & KNMI
siebesma@knmi.nl
Clouds play a crucial role in weather and climate
• Radiation balance
• Hydrological cycle
Global Mean Precipitation
Observations (CMAP)
Multimodel mean (CMIP3)
Source: IPCC AR4 2007
The Role of Dynamics
Adler et al. JAMC 2012
6Climate modeling
1.
Change of Global Precipitation
in a warming climate
Physical Basis (1) Clausius-Clayperon
2
ln
sds
s
TR
L
dT
ed
=
p
e
q s
s ε=
Saturation specific humidity:
For constant Relative Humidity RH=qv/qs :
specific humidity qv will increase with 6~7% per Kelvin
Constant RH hypothesis confirmed in many studies
for both models and observations:
i.e. Stephens (1990), Held and Soden (2006), Dai (2006)
Stephens and Ellis JCL 2006)
Global mean surface temperature vs water vapor amount for CMIP3 models: 1%/yr
increase CO2 runs
7.4 % increase per Kelvin
But what about Precipitation?
Global Precipitation increases with only 2~3% per Kelvin
Global Energy Controls on Precipitation
Global Atmospheric Energy Balance: LPSR atmnet +=,
Rnet,atm: net radiative loss from the atmosphere 97W/m2
P : Surface Precipitation 80W/m2
S : Surface Sensible Heat Flux 17W/m2
Relationships of the changes in a warming climate: PLSR atmnet ∆+∆=∆ ,
Increased radiative
cooling
Decrease in sensible
heat flux
Increase Precip
Global Precipitation increases in order to
compensate for the enhanced atmospheric
cooling.
Concluding Remarks
• Water vapor increases with ~7%/K following Clausius Clayperon
• Global Precipitation increases with 2~3%/K
•The lower growth rate of precipitation can be attributed to the relation
between the enhanced (clear sky) radiative cooling and the increased water
vapor (“the curve of growth”) (i.e. Stephens and Ellis 2008, Lambert and Webb
2008)
• The different temperature relations for water vapor and precipitation has
the consequence that the atmospheric branch of the hydrological cycle is
slowing down.
But what about the geographical distribution of Precipitation Changes?
Models ΔP [IPCC 2007 WGI] for A1B scenario
(IPCC 2007)
Do the rich get richer? (Held and Soden 2006)
Is there a contrasting precipitation responses in wet and dry regions?
Some limited observational evidence, e.g. Zhang et al. (2007) Nature
Netherlands on the borderline between mean positive/negative response
13Climate modeling
2.
Change of (Extreme) Precipitation in a
warming climate in the Netherlands
Climatology of mean summer precip in the Netherlands
Figure: 20-year moving average of mean,
coastal and inland precipitation for summer in
the Netherlands (Lenderink et al. 2008).
Figure: 20-year moving average of mean,
coastal and inland precipitation for summer in
the Netherlands (Lenderink et al. 2008).
 Trend in the growth of the inland-
coastal precipitation difference.
 Due to warmer sea surface
temperatures
But what about extreme precipitation?
Climatology of mean summer precip in the Netherlands
observations
• Take the de 90%, 99% , 99,9% percentiles of the most extreme precipitation sums
• Group them as a function of the (dewpoint) temperature.
• Use this (dewpoint) temperature as a proxy of how extreme precipitation changes in
a warming climate.
Loriaux, Lenderink, Siebesma & de Roode (submited JCL 2013)
KNMI Precipitation Data Set: • 27 stations in the Netherlands:
• daily dataset: 1980-2010
• 10 min dataset: 2003-2011
Daily Precip Sum
7% increase per degree
Td
Precipintensity(mm/day)
99.9%
99%
90%
observations
Loriaux, Lenderink, Siebesma & de Roode (submited JCL 2013)
Daily Precip Sum
7% increase per degree
Td
Precipintensity(mm/day)
99.9%
99%
90%
observations
Loriaux, Lenderink, Siebesma & de Roode (submited JCL 2013)
Td
14% increase per degree
10 Minutes sum
Large Scale Precip Convective Showers
Interpretation of the Results
• Intuitively CC-scaling can be understood by assuming that the extreme cases are
those in which the available water vapor gets squeezed out of the atmosphere
effectively.
•But what about super CC scaling?
• Latent heat release creates buoyancy
• buoyancy is transformed into kinetic energy
• Resulting increasing vertical velocity induces
convergence.
•Convergence is an extra source for moisture






∂
∂
=
∂
∂
≈ ∫ z
q
wdz
z
q
wP s
z
z
st
b
Simple updraft model:
w
The Experiment
For each temperature perturbation calculate the fractional increase of precipation:




∂
∂




∂
∂
=
z
q
w
z
q
w
P
P
s
s
δ
δ
And break it down in a thermodynamic and a dynamical part:
( )




∂
∂




∂
∂
+




∂
∂




∂
∂
=
z
q
w
z
q
w
z
q
w
z
q
w
P
P
s
s
s
s
δδ
δ
Thermodynamic
part
Dynamical
part
Presentation Siebesma - (Extreme Precipitation, Present and Future
Precipitation
Heavy frontal rain follows moisture (~7%/K)
Mean Precipitation linked to
radiation balance (~3%/K)
Light Precipitation (-?%/K)
Temperature 
Heavy
Convective
Rain
(14%
/K)
Summary:
Free after Richard Allen
Univ. Of Reading

More Related Content

PPTX
Presentation - Climate Change in Lower Mekong River
PPT
Responses of phytoplankton to a changing climate
PPTX
TrailLecture
PDF
Impact of Sea Level Rise from Storm Surge USA
PDF
A climatology analysis of the petrie creek catchment maroochydore australia u...
PDF
Longdoz Bernard: Drought 2018: impacts of stomatal and non stomatal limitatio...
PPT
ISES 2013 - Day 1 - Dr. Jan-Gunnar Winther (Director, Worwegian Polar Instit...
Presentation - Climate Change in Lower Mekong River
Responses of phytoplankton to a changing climate
TrailLecture
Impact of Sea Level Rise from Storm Surge USA
A climatology analysis of the petrie creek catchment maroochydore australia u...
Longdoz Bernard: Drought 2018: impacts of stomatal and non stomatal limitatio...
ISES 2013 - Day 1 - Dr. Jan-Gunnar Winther (Director, Worwegian Polar Instit...

What's hot (20)

PPTX
How is the Greenland ice sheet behaving under global warming and what are the...
PDF
Sea Level Change and Coastal Hazards in Washington
PDF
Why is it difficult to resolve future projections of Arctic-midlatitude linka...
PDF
ESPC3 - Petteri Taalas - Secretary general World Meteorological Organization ...
PDF
Climate Change Science in the Hindu-Kush-Himalayas-Tibet
PPTX
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
PPTX
Frisp2020 Kofan Lu
PDF
Projections of Future Tropical Cyclone Activity
PPT
Global warming &climate changes
PPTX
Climate Change
PDF
New Analysis of Old Ship Temperature Data Finds Ocean Warming Signature
PDF
Refining projections of the 'warm Arctic, cold Siberia' pattern in climate mo...
PDF
Arctic climate change through the lens of data visualization
PPTX
5.2.1 Lecture - Spatial Scales
PDF
Trends and regional variability of observed Arctic sea-ice thickness
PPTX
The Sea Level Projections Of USACE EC 1165-2-211 GEER 2010
PDF
Climate change, ecotoxicology and flood resiliency in New York
PDF
Climate Change and Water Resources Analysis
PDF
ZLabe_AMS2020_presentation_01142020
How is the Greenland ice sheet behaving under global warming and what are the...
Sea Level Change and Coastal Hazards in Washington
Why is it difficult to resolve future projections of Arctic-midlatitude linka...
ESPC3 - Petteri Taalas - Secretary general World Meteorological Organization ...
Climate Change Science in the Hindu-Kush-Himalayas-Tibet
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
Frisp2020 Kofan Lu
Projections of Future Tropical Cyclone Activity
Global warming &climate changes
Climate Change
New Analysis of Old Ship Temperature Data Finds Ocean Warming Signature
Refining projections of the 'warm Arctic, cold Siberia' pattern in climate mo...
Arctic climate change through the lens of data visualization
5.2.1 Lecture - Spatial Scales
Trends and regional variability of observed Arctic sea-ice thickness
The Sea Level Projections Of USACE EC 1165-2-211 GEER 2010
Climate change, ecotoxicology and flood resiliency in New York
Climate Change and Water Resources Analysis
ZLabe_AMS2020_presentation_01142020
Ad

Viewers also liked (20)

PPTX
BJohnson_1473_IGARSS_2011_oral_final.pptx
PPTX
kruczkiewicz_pier_7.10.15_v2
PDF
Decadal Signals In Precipitation
PDF
Hydroclimatology of Sariz Creek Watershed, Located In Seyhan Basin, And Simul...
PPT
03 lect1meteorology
PPT
Wlk Presentation Final3
PPT
Meteorology -Weather acloutier 2011 power point
PPT
Flash floods: Current practice and new developments in quantitative precipita...
PDF
Weather!: Meteorology and Meteorological Collections at the Royal Irish Acade...
PPT
Population Data Workbench - Meteorology Data Query
PPT
03 lect1meteorology
PPTX
Clouds 2011
PDF
5 - K Prasad - Weather forecasting in modern age-Sep-16
PPTX
Hourly Precipitation Prediction
PDF
Nir y. krakauer
PPTX
Develop statistical model to predict extreme precipitation through
PPTX
Meteorology Jobs in Renewable Energy
PPT
TU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONS
PPT
Remote sensing
PPTX
Remote sensing products in support of crop subsidy in Mexico
BJohnson_1473_IGARSS_2011_oral_final.pptx
kruczkiewicz_pier_7.10.15_v2
Decadal Signals In Precipitation
Hydroclimatology of Sariz Creek Watershed, Located In Seyhan Basin, And Simul...
03 lect1meteorology
Wlk Presentation Final3
Meteorology -Weather acloutier 2011 power point
Flash floods: Current practice and new developments in quantitative precipita...
Weather!: Meteorology and Meteorological Collections at the Royal Irish Acade...
Population Data Workbench - Meteorology Data Query
03 lect1meteorology
Clouds 2011
5 - K Prasad - Weather forecasting in modern age-Sep-16
Hourly Precipitation Prediction
Nir y. krakauer
Develop statistical model to predict extreme precipitation through
Meteorology Jobs in Renewable Energy
TU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONS
Remote sensing
Remote sensing products in support of crop subsidy in Mexico
Ad

Similar to Presentation Siebesma - (Extreme Precipitation, Present and Future (20)

PPT
extremesCAT_web.ppt
PDF
Precipitation
PDF
THEME – 1 Anticipated dryland expansion in scenarios of global warming
PDF
1.1 Climate change and impacts on hydrological extremes (P.Willems)
PPTX
Extreme weather events ; astronomical predictions: lunar cycle, sunspot cycle...
DOCX
Extreme weather events ; astronomical predictions: lunar cycle, sunspot cycle...
PPTX
Spatial Patterns of Climate Change in India
PDF
Lesson 5 Extreme events, Exposure and Vulnerability
PDF
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
PPT
EC-Earth Climate Modelling Activities - Ray McGrath, Met Eireann
PPTX
Workshop 1 - Aaron Wilson
PPTX
CLIM: Transition Workshop - Advances in Understanding of Climate Extremes - K...
PPT
WebbACPM15gdhjggder59jgfhjfsfhhbvvgv.ppt
PPTX
Introduction to Climate Science
PDF
Pattern scaling using ClimGen
PDF
Meteorology Today 11th Edition Ahrens Solutions Manual
PPTX
Climate change: Extreme weather events
PPTX
The-Future-Hydrological-And-Geomorphological-Impacts.pptx
PPT
Weber conference on Climate Change
PPTX
Extreme Weather in a Warming World
extremesCAT_web.ppt
Precipitation
THEME – 1 Anticipated dryland expansion in scenarios of global warming
1.1 Climate change and impacts on hydrological extremes (P.Willems)
Extreme weather events ; astronomical predictions: lunar cycle, sunspot cycle...
Extreme weather events ; astronomical predictions: lunar cycle, sunspot cycle...
Spatial Patterns of Climate Change in India
Lesson 5 Extreme events, Exposure and Vulnerability
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
EC-Earth Climate Modelling Activities - Ray McGrath, Met Eireann
Workshop 1 - Aaron Wilson
CLIM: Transition Workshop - Advances in Understanding of Climate Extremes - K...
WebbACPM15gdhjggder59jgfhjfsfhhbvvgv.ppt
Introduction to Climate Science
Pattern scaling using ClimGen
Meteorology Today 11th Edition Ahrens Solutions Manual
Climate change: Extreme weather events
The-Future-Hydrological-And-Geomorphological-Impacts.pptx
Weber conference on Climate Change
Extreme Weather in a Warming World

More from TU Delft Climate Institute (17)

PPTX
2013.10.17 ice sheet-symposium_ditmar
PDF
2013 10 17_delft_mvd_broeke
PDF
Drinkwater ice sheet symposium - tu delft climate inst., 17 oct 2013(1)
PDF
Miren sympo17oct13
PPT
Presentation Boers - Trends in Cloudiness
PDF
Presentation Russchenberg - Clouds, Climate, Challenges
PDF
Presentation Jonker - Clouds and Computing
PDF
Observing Sea Level
PPTX
Regional sea level projections and attribution
PDF
Tracing the upper ocean’s “missing heat”
PPTX
Opening tu delft climate institute with links
PPTX
Aerosoles radiation clouds
PPTX
PPTX
Extreme weather and the city
PPT
PPTX
Opening tu delft climate institute
2013.10.17 ice sheet-symposium_ditmar
2013 10 17_delft_mvd_broeke
Drinkwater ice sheet symposium - tu delft climate inst., 17 oct 2013(1)
Miren sympo17oct13
Presentation Boers - Trends in Cloudiness
Presentation Russchenberg - Clouds, Climate, Challenges
Presentation Jonker - Clouds and Computing
Observing Sea Level
Regional sea level projections and attribution
Tracing the upper ocean’s “missing heat”
Opening tu delft climate institute with links
Aerosoles radiation clouds
Extreme weather and the city
Opening tu delft climate institute

Recently uploaded (20)

PPTX
Detection-First SIEM: Rule Types, Dashboards, and Threat-Informed Strategy
PPTX
Big Data Technologies - Introduction.pptx
PPTX
KOM of Painting work and Equipment Insulation REV00 update 25-dec.pptx
PDF
NewMind AI Weekly Chronicles - August'25 Week I
PDF
Architecting across the Boundaries of two Complex Domains - Healthcare & Tech...
PDF
How UI/UX Design Impacts User Retention in Mobile Apps.pdf
PPTX
Digital-Transformation-Roadmap-for-Companies.pptx
PPT
“AI and Expert System Decision Support & Business Intelligence Systems”
PDF
Building Integrated photovoltaic BIPV_UPV.pdf
PDF
7 ChatGPT Prompts to Help You Define Your Ideal Customer Profile.pdf
PPTX
20250228 LYD VKU AI Blended-Learning.pptx
PDF
NewMind AI Monthly Chronicles - July 2025
PDF
Peak of Data & AI Encore- AI for Metadata and Smarter Workflows
PPTX
VMware vSphere Foundation How to Sell Presentation-Ver1.4-2-14-2024.pptx
PDF
Dropbox Q2 2025 Financial Results & Investor Presentation
PDF
cuic standard and advanced reporting.pdf
PDF
Empathic Computing: Creating Shared Understanding
PDF
Per capita expenditure prediction using model stacking based on satellite ima...
PDF
Electronic commerce courselecture one. Pdf
PPTX
Understanding_Digital_Forensics_Presentation.pptx
Detection-First SIEM: Rule Types, Dashboards, and Threat-Informed Strategy
Big Data Technologies - Introduction.pptx
KOM of Painting work and Equipment Insulation REV00 update 25-dec.pptx
NewMind AI Weekly Chronicles - August'25 Week I
Architecting across the Boundaries of two Complex Domains - Healthcare & Tech...
How UI/UX Design Impacts User Retention in Mobile Apps.pdf
Digital-Transformation-Roadmap-for-Companies.pptx
“AI and Expert System Decision Support & Business Intelligence Systems”
Building Integrated photovoltaic BIPV_UPV.pdf
7 ChatGPT Prompts to Help You Define Your Ideal Customer Profile.pdf
20250228 LYD VKU AI Blended-Learning.pptx
NewMind AI Monthly Chronicles - July 2025
Peak of Data & AI Encore- AI for Metadata and Smarter Workflows
VMware vSphere Foundation How to Sell Presentation-Ver1.4-2-14-2024.pptx
Dropbox Q2 2025 Financial Results & Investor Presentation
cuic standard and advanced reporting.pdf
Empathic Computing: Creating Shared Understanding
Per capita expenditure prediction using model stacking based on satellite ima...
Electronic commerce courselecture one. Pdf
Understanding_Digital_Forensics_Presentation.pptx

Presentation Siebesma - (Extreme Precipitation, Present and Future

  • 1. Jessica Loriaux, Geert Lenderink, Stephan de Roode (Extreme) Precipitation, Present and Future Pier Siebesma TU Delft & KNMI siebesma@knmi.nl
  • 2. Clouds play a crucial role in weather and climate • Radiation balance • Hydrological cycle
  • 3. Global Mean Precipitation Observations (CMAP) Multimodel mean (CMIP3) Source: IPCC AR4 2007
  • 4. The Role of Dynamics Adler et al. JAMC 2012
  • 5. 6Climate modeling 1. Change of Global Precipitation in a warming climate
  • 6. Physical Basis (1) Clausius-Clayperon 2 ln sds s TR L dT ed = p e q s s ε= Saturation specific humidity: For constant Relative Humidity RH=qv/qs : specific humidity qv will increase with 6~7% per Kelvin Constant RH hypothesis confirmed in many studies for both models and observations: i.e. Stephens (1990), Held and Soden (2006), Dai (2006)
  • 7. Stephens and Ellis JCL 2006) Global mean surface temperature vs water vapor amount for CMIP3 models: 1%/yr increase CO2 runs 7.4 % increase per Kelvin But what about Precipitation?
  • 8. Global Precipitation increases with only 2~3% per Kelvin
  • 9. Global Energy Controls on Precipitation Global Atmospheric Energy Balance: LPSR atmnet +=, Rnet,atm: net radiative loss from the atmosphere 97W/m2 P : Surface Precipitation 80W/m2 S : Surface Sensible Heat Flux 17W/m2 Relationships of the changes in a warming climate: PLSR atmnet ∆+∆=∆ , Increased radiative cooling Decrease in sensible heat flux Increase Precip Global Precipitation increases in order to compensate for the enhanced atmospheric cooling.
  • 10. Concluding Remarks • Water vapor increases with ~7%/K following Clausius Clayperon • Global Precipitation increases with 2~3%/K •The lower growth rate of precipitation can be attributed to the relation between the enhanced (clear sky) radiative cooling and the increased water vapor (“the curve of growth”) (i.e. Stephens and Ellis 2008, Lambert and Webb 2008) • The different temperature relations for water vapor and precipitation has the consequence that the atmospheric branch of the hydrological cycle is slowing down. But what about the geographical distribution of Precipitation Changes?
  • 11. Models ΔP [IPCC 2007 WGI] for A1B scenario (IPCC 2007) Do the rich get richer? (Held and Soden 2006) Is there a contrasting precipitation responses in wet and dry regions? Some limited observational evidence, e.g. Zhang et al. (2007) Nature Netherlands on the borderline between mean positive/negative response
  • 12. 13Climate modeling 2. Change of (Extreme) Precipitation in a warming climate in the Netherlands
  • 13. Climatology of mean summer precip in the Netherlands Figure: 20-year moving average of mean, coastal and inland precipitation for summer in the Netherlands (Lenderink et al. 2008).
  • 14. Figure: 20-year moving average of mean, coastal and inland precipitation for summer in the Netherlands (Lenderink et al. 2008).  Trend in the growth of the inland- coastal precipitation difference.  Due to warmer sea surface temperatures But what about extreme precipitation? Climatology of mean summer precip in the Netherlands
  • 15. observations • Take the de 90%, 99% , 99,9% percentiles of the most extreme precipitation sums • Group them as a function of the (dewpoint) temperature. • Use this (dewpoint) temperature as a proxy of how extreme precipitation changes in a warming climate. Loriaux, Lenderink, Siebesma & de Roode (submited JCL 2013) KNMI Precipitation Data Set: • 27 stations in the Netherlands: • daily dataset: 1980-2010 • 10 min dataset: 2003-2011
  • 16. Daily Precip Sum 7% increase per degree Td Precipintensity(mm/day) 99.9% 99% 90% observations Loriaux, Lenderink, Siebesma & de Roode (submited JCL 2013)
  • 17. Daily Precip Sum 7% increase per degree Td Precipintensity(mm/day) 99.9% 99% 90% observations Loriaux, Lenderink, Siebesma & de Roode (submited JCL 2013) Td 14% increase per degree 10 Minutes sum Large Scale Precip Convective Showers
  • 18. Interpretation of the Results • Intuitively CC-scaling can be understood by assuming that the extreme cases are those in which the available water vapor gets squeezed out of the atmosphere effectively. •But what about super CC scaling? • Latent heat release creates buoyancy • buoyancy is transformed into kinetic energy • Resulting increasing vertical velocity induces convergence. •Convergence is an extra source for moisture       ∂ ∂ = ∂ ∂ ≈ ∫ z q wdz z q wP s z z st b Simple updraft model: w
  • 20. For each temperature perturbation calculate the fractional increase of precipation:     ∂ ∂     ∂ ∂ = z q w z q w P P s s δ δ And break it down in a thermodynamic and a dynamical part: ( )     ∂ ∂     ∂ ∂ +     ∂ ∂     ∂ ∂ = z q w z q w z q w z q w P P s s s s δδ δ Thermodynamic part Dynamical part
  • 22. Precipitation Heavy frontal rain follows moisture (~7%/K) Mean Precipitation linked to radiation balance (~3%/K) Light Precipitation (-?%/K) Temperature  Heavy Convective Rain (14% /K) Summary: Free after Richard Allen Univ. Of Reading