Statistical downscaling of climate extremes
This presentation is the property of its rightful owner.
Sponsored Links
1 / 16

Statistical Downscaling of Climate Extremes PowerPoint PPT Presentation


  • 131 Views
  • Uploaded on
  • Presentation posted in: General

Statistical Downscaling of Climate Extremes. Xuebin Zhang, Jiafeng Wang, Elaine Barrow Supported by CCAF. Outline. Introduction Extreme value modeling Downscaling extreme precipitation. How often will this occur in the future?. Climate change?. Source: Natural Resources of Canada.

Download Presentation

Statistical Downscaling of Climate Extremes

An Image/Link below is provided (as is) to download presentation

Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author.While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server.


- - - - - - - - - - - - - - - - - - - - - - - - - - E N D - - - - - - - - - - - - - - - - - - - - - - - - - -

Presentation Transcript


Statistical downscaling of climate extremes

Statistical Downscaling of Climate Extremes

Xuebin Zhang, Jiafeng Wang, Elaine Barrow

Supported by CCAF


Outline

Outline

  • Introduction

  • Extreme value modeling

  • Downscaling extreme precipitation


How often will this occur in the future

How often will this occur in the future?

Climate change?

Source: Natural Resources of Canada


Statistical downscaling of climate extremes

Projected return period of 1990’s H20yr for 2080, A2 forcing scenario, JFM

Wang, X. L. and V. R. Swail, 2003: Historical and possible future changes of wave heights in northern hemisphere oceans. Atmosphere Ocean Interactions – Vol. 2, ed. W. Perrie, WIT Press - Ashurst Lodge, Ashurst, Southampton, UK (in press).


Statistical downscaling of climate extremes

Projected return period of 1990’s H20yr for 2080, A2 forcing scenario, JFM

Wang, X. L., F. W. Zwiers and V. R. Swail, 2003: North Atlantic Ocean Wave Climate Change Scenarios for the 21st century. J. Climate (submitted).


Statistical downscaling

Statistical downscaling

  • Regression

  • Condition/Assumption

    • Good relationship

    • Relationship valid in the future

  • Advantages

    • Easy to use

    • Can have good skill

  • Problems

    • Inherent problems from large-scale field


Generalized linear model

Generalized Linear Model

  • Simple linear regression not valid for extremes

  • GLM considers extreme value distribution

  • Software available

    • S-plus functions (Coles, 2001)

    • NCAR extreme-tool-kits (based on R, Rick Katz)

    • Home grow FORTRAN codes


Modeling extreme values

Modeling Extreme Values

GEV distribution function

Introduce co-variates

Regression coefficients

Estimated by MLE

Use r largest values to

improve model fitting


Statistical downscaling of climate extremes

Data

  • Daily precipitation over N. America

    • 3 largest precipitation amounts in DJFM

  • NCEP reanalysis SLP

  • CGCM2 IS92a Runs


Procedures

Procedures

  • 3 leading rotated PCs from Obs SLP as co-variates

  • Project SLP changes (2050-2099 minus 1950-1999) to the observed EOFs

  • Projected changes in GEV distribution parameters

  • Projected changes in the risk of 20-yr return values


Projected slp change for 2050 99

Projected SLP change for 2050-99


Statistical downscaling of climate extremes

EOF1


Projected return period for 2050 2099 for current 20 yr return value

Projected return period for 2050-2099 for current 20-yr return value


Statistical downscaling of climate extremes

Projected SLP change (2050-2099)

SLP anomalies during El Nino years (1951-2000)


Summary

Summary

  • Possible to assess the changes in risk using statistical downscaling

  • Need to understand caveat

    • Good relation between large-scale field and the variable

    • Inherent problems in GCM

  • Examples show success


  • Login