Transcript Slide 1
Estimates of changing flood risk in
the 21st century Pacific Northwest
based on regional scale climate model
simulations
Alan F. Hamlet
Eric P. Salathé
Matt Stumbaugh
Se-Yeun Lee
Seshu Vaddey
• U.S. Army Corps of Engineers
• JISAO Climate Impacts Group
• Dept. of Civil and Environmental Engineering
•
University of Washington
Floods
Evidence of Changing Flood Statistics
Role of Atmospheric Rivers in Flooding (Nov 7, 2006)
Niemann, PJ, LJ Schick, FM Ralph, M Hughes, GA Wick, 2010: Flooding in Western Washington: The
Connection to Atmospheric Rivers, J. of Hydrometeorology, (in review)
Effects of Projected Warming and
Changing Monthly Precipitation
Variability on 21st Century Flood Risk
21st Century Climate Impacts for the Pacific Northwest Region
Mote, P.W. and E. P. Salathe Jr., 2010: Future climate in the Pacific Northwest, Climatic
Change, DOI: 10.1007/s10584-010-9848-z
Seasonal Precipitation Changes for the Pacific Northwest
Mote, P.W. and E. P. Salathe Jr., 2010: Future climate in the Pacific Northwest, Climatic Change, DOI:
10.1007/s10584-010-9848-z
Hybrid Delta Downscaling Method
• Performed for each VIC grid cell:
Hist. Daily
Timeseries
Projected Daily
Timeseries
1916-2006
Bias Corrected
Future
Monthly CDF
30 yr window
1916-2006
Hist. Monthly
Timeseries
Historic
Monthly CDF
1970-1999
1916-2006
“Base Case”
2040s Changes in Flood Risk
Snohomish at Monroe
A1B
B1
Historical
10 Member Ensemble
Using the Hybrid Delta
Downscaling Approach
Relationship Between Change in Q100 and Winter Temp
Overview of Key Science Questions:
Will daily precipitation statistics at smaller spatial scales
change differently in response to global climate change than
monthly precipitation statistics at large spatial scales?
Will the nature of extreme storms (such as atmospheric
rivers) change in response to global climate change?
Will different areas of the PNW experience substantially
different changes in extreme precipitation and flood statistics
(e.g. the west slopes of the Cascades vs. the east slopes)?
Will the seasonal timing of flood events change?
Improving Flood Risk Projections
Using High Resolution Regional
Climate Models
Regional Climate Modeling at CIG
WRF Model (NOAH LSM) 36 to 12 km
ECHAM5 forcing
CCSM3 forcing (A1B and A2 scenarios)
HadRM 25 km
HadCM3 forcing
Role of Atmospheric Rivers in Flooding (Nov 7, 2006)
Niemann, PJ, LJ Schick, FM Ralph, M Hughes, GA Wick, 2010: Flooding in Western Washington: The
Connection to Atmospheric Rivers, J. of Hydrometeorology, (in review)
Snohomish River Near Monroe, WA
Downscaling
WRF Daily Downscaling Method
• WRF output is first regridded to 1/16th degree
• Then, for each VIC grid cell:
Historical VIC
Daily CDF
1970-1999
Bias Corrected
Daily Time Series
1970-1999
2040-2069
WRF Daily
Time Series
WRF
Daily CDF
1970-1999
1970-1999
2040-2069
The storm size distribution and time series behavior of the simulations comes
directly from the daily WRF simulations.
Preliminary Results for the ECHAM5
A1B Sceario for the 2050s.
ECHAM5 2050 A1B
Date of Peak Flow (1 = Oct 1)
Daily Peak Flow (cfs)
Daily Peak Flow (cfs)
Chehalis River at Porter
ECHAM5 2050 A1B
Probability of Exceedence
ECHAM5 2050 A1B
Date of Peak Flow (1 = Oct 1)
Daily Peak Flow (cfs)
Daily Peak Flow (cfs)
Sauk River near Sauk
ECHAM5 2050 A1B
Probability of Exceedence
ECHAM5 2050 A1B
Date of Peak Flow (1 = Oct 1)
Daily Peak Flow (cfs)
Daily Peak Flow (cfs)
Boise River at Boise
ECHAM5 2050 A1B
Probability of Exceedence
ECHAM5 2050 A1B
Date of Peak Flow (1 = Oct 1)
Daily Peak Flow (cfs)
Daily Peak Flow (cfs)
Columbia River at The Dalles
ECHAM5 2050 A1B
Probability of Exceedence
Conclusions:
•Our initial exploration of changing flood risk in the PNW using
statistical downscaling points to increasing flood risk in most
areas of the region due to projected regional warming and
increases in cool season precipitation.
•Regional climate models offer more physically based
assessment tools for understanding the potential changes in
nature of extreme storms (such as atmospheric rivers), the
timing of flooding, and a potentially improved picture of the
spatial variations in changing hydrologic extremes across the
region.
•Initial results suggest more extreme storms in the early fall and
general increases in flood intensity will accompany global
climate change in the PNW. In particular, many sites show
distinct shifts towards flooding earlier in the water year due to
the combination of changes in snowpack and earlier storms.
Extras
Hybrid Downscaling Method
• Performed for each VIC grid cell:
Hist. Daily
Timeseries
Projected Daily
Timeseries
1916-2006
Bias Corrected
Future
Monthly CDF
30 yr window
1916-2006
Hist. Monthly
Timeseries
Historic
Monthly CDF
1970-1999
1916-2006
“Base Case”
Monthly to Daily Precipitation Scaling
100
SeaTac. Feb, 1996, hypothetical 30% Increase
Daily Precipitation (mm)
90
80
hist
70
future
60
50
40
30
20
10
0
1
2
3
4
5
6
7
8
9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
Day of Month