sensitivity of colorado stream flows to climate change

33
Sensitivity of Colorado Stream Flows to Climate Change Dennis P. Lettenmaier Department of Civil and Environmental Engineering University of Washington Ninth SAHRA Annual Meeting Tucson September 23, 2009

Upload: trent

Post on 21-Jan-2016

36 views

Category:

Documents


0 download

DESCRIPTION

Sensitivity of Colorado Stream Flows to Climate Change. Dennis P. Lettenmaier Department of Civil and Environmental Engineering University of Washington Ninth SAHRA Annual Meeting Tucson September 23, 2009. Outline of this talk. Review of recent studies - PowerPoint PPT Presentation

TRANSCRIPT

Page 1: Sensitivity of Colorado Stream Flows to Climate Change

Sensitivity of Colorado Stream Flows to Climate ChangeDennis P. Lettenmaier

Department of Civil and Environmental EngineeringUniversity of Washington

Ninth SAHRA Annual Meeting

Tucson

September 23, 2009

Page 2: Sensitivity of Colorado Stream Flows to Climate Change

Outline of this talk

1. Review of recent studies

2. Understanding the hydrologic sensitivities

3. Unanswered questions

Page 3: Sensitivity of Colorado Stream Flows to Climate Change

Magnitude and Consistency of Model-Projected Changesin Annual Runoff by Water Resources Region, 2041-2060

Median change in annual runoff from 24 numerical experiments (color scale)and fraction of 24 experiments producing common direction of change (inset numerical values).

+25%

+10%

+5%

+2%

-2%

-5%

-10%

-25%

Dec

reas

eIn

crea

se

(After Milly, P.C.D., K.A. Dunne, A.V. Vecchia, Global pattern of trends in streamflow andwater availability in a changing climate, Nature, 438, 347-350, 2005.)

96%

75%67%

62%87%

87%

71%

67%62%

58%

67%

62%58%

67%100%

Page 4: Sensitivity of Colorado Stream Flows to Climate Change

from Seager et al, Science, 2007

0

0.2

0.4

0.6

0.8

1

1.2

1.4

1.6

2001

2007

2013

2019

2025

2031

2037

2043

2049

2055

2061

2067

2073

2079

2085

2091

2097

YEAR

(mm

/day

)

AVG_PRECIP

EVAP

P - E Means, replotted for Colorado River basin

Page 5: Sensitivity of Colorado Stream Flows to Climate Change

Christensen et al, Climatic Change, 2004

Page 6: Sensitivity of Colorado Stream Flows to Climate Change

Time series Annual Average

Period 1 2010-2039 Period 2 2040-2069 Period 3 2070-2098

hist. avg.

ctrl. avg.

PCM Projected Colorado R. Temperature

Hydrology and water management implications

Page 7: Sensitivity of Colorado Stream Flows to Climate Change

hist. avg.

ctrl. avg.

PCM Projected Colorado R. Precipitation

Timeseries Annual Average

Period 1 2010-2039 Period 2 2040-2069 Period 3 2070-2098

Page 8: Sensitivity of Colorado Stream Flows to Climate Change

Annual Average Hydrograph

Simulated Historic (1950-1999) Period 1 (2010-2039)Control (static 1995 climate) Period 2 (2040-2069)

Period 3 (2070-2098)

Page 9: Sensitivity of Colorado Stream Flows to Climate Change

Storage ReservoirsRun of River Reservoirs

CRRM

• Basin storage aggregated into 4 storage reservoirs

– Lake Powell and Lake Mead have 85% of basin storage

• Reservoir evaporation = f(reservoir surface area, mean monthly temperature)

• Hydropower = f(release, reservoir elevation)

• Monthly timestep

• Historic Streamflows to Validate

• Projected Inflows to assess future performance of system

Page 10: Sensitivity of Colorado Stream Flows to Climate Change

Total Basin Storage

Page 11: Sensitivity of Colorado Stream Flows to Climate Change

Annual Releases to the Lower Basin

target release

Page 12: Sensitivity of Colorado Stream Flows to Climate Change

Postmortem: Christensen and Lettenmaier (HESSD, 2007) – multimodel ensemble analysis with 11 IPCC AR4

models (downscaled as in C&L, 2004)

Page 13: Sensitivity of Colorado Stream Flows to Climate Change
Page 14: Sensitivity of Colorado Stream Flows to Climate Change
Page 15: Sensitivity of Colorado Stream Flows to Climate Change
Page 16: Sensitivity of Colorado Stream Flows to Climate Change
Page 17: Sensitivity of Colorado Stream Flows to Climate Change

Question: Why such a large discrepancy in projected Colorado River flow changes?

• ~6=7% annual flow reduction in Christensen and Lettenmaier (2007)

• 10-25% by Milly et al (2005)

• > 35% by Seager et al (2007)

Page 18: Sensitivity of Colorado Stream Flows to Climate Change

Wood et al (2002; 2004) downscaling method removes bias by mapping from PDF of GCM output to PDF of observations on a monthly basis

PDFs are estimated for each grid cell and month of the year

This same mapping is then applied to the future climate run.

The method does not attempt to preserve GCM

inferred differences in precipitation. There is in general no reason to assume that the

GCM precipitation changes are applicable to higher spatial resolutions

Diagnosis

Page 19: Sensitivity of Colorado Stream Flows to Climate Change

All precipitation values were rescaled so as to match GCM changes on an annual basis

This resulted in a change (reduction) in mean annual precipitation for 2040-2070 from 1.9% (CL2007) to 2.6% for A2 emissions scenario (closest to A1B used in M2005 and S2007) The associated annual mean runoff reduction (Imperial Dam, averaged over 11 GCMs) changed from 5.9 to 10.0%

This is within (although at the lower end of) the range reported in M2005

Note that M2005 and S2007 use the A1B IPCC emissions scenario, vs A2 scenario used by CL2007

M2007 and S2007 use (partially) different GCM runs and procedures (M2005 count multiple ensembles from a single GCM as separate runs 

CL2007 Re-runs

Page 20: Sensitivity of Colorado Stream Flows to Climate Change

Understanding the hydrologic sensitivities

Page 21: Sensitivity of Colorado Stream Flows to Climate Change

Dooge (1992; 1999):

For temperature, it’s more convenient to think in terms of sensitivity (v. elasticity)

where ΨP is elasticity of runoff with respect to precipitation

Page 22: Sensitivity of Colorado Stream Flows to Climate Change

Inferred runoff elasticities wrt precipitation for major Colorado River tributaries, using method of Sankarasubramanian and Vogel (2001)

Visual courtesy Hugo Hidalgo, Scripps Institution of Oceanography

Page 23: Sensitivity of Colorado Stream Flows to Climate Change

Model Precipitation-Elasticity

Temp-sensitivity (Tmin & Tmax ) %/ 0C

Temp-sensitivity ( Tmax) %/ 0C

Flow @ Lees Ferry(MACF)

VIC 1.9 -4.4 -6.6 15.43

NOAH 1.81 -5.7 -7.8 17.43

SAC 1.77 -5.3 -8.2 15.76

Summary of precipitation elasticities and temperatures sensitivities for Colorado River at Lees Ferry for VIC, NOAH, and SAC models

Page 24: Sensitivity of Colorado Stream Flows to Climate Change

Spatial distribution of precipitation elasticities

Censored spatial distribution of annual runoff

Page 25: Sensitivity of Colorado Stream Flows to Climate Change

VIC Precipitation elasticity histograms, all grid cells and 25% of grid cells producing most (~73%) of runoff

Page 26: Sensitivity of Colorado Stream Flows to Climate Change

Composite seasonal water cycle, by quartile of the runoff elasticity distribution

Page 27: Sensitivity of Colorado Stream Flows to Climate Change

Temperature sensitivity (equal change in Tmin and Tmax) histograms, all grid cells and 25% of grid cells producing most (~73%) of runoff

Page 28: Sensitivity of Colorado Stream Flows to Climate Change

Spatial distribution of temperature sensitivities (equal changes in Tmin and Tmax)

Censored spatial distribution of annual runoff

Page 29: Sensitivity of Colorado Stream Flows to Climate Change

Composite seasonal water cycle, by quartile of the temperature sensitivity (equal change in Tmin and Tmax) distribution

Page 30: Sensitivity of Colorado Stream Flows to Climate Change

So is there, or is there not, a dichotomy between the various estimates of mid-century Colorado River runoff changes?

Replotted from Seager et al (2007)

Page 31: Sensitivity of Colorado Stream Flows to Climate Change

b) On the other hand, from Seager et al (2007), very roughly, mid-century ΔP -18%, so for = 1.5-1.9, and temperature sensitivity -0.05 - -0.07, and ΔT 2 oC, ΔQ 40% (vs > 50% + from GCM multimodel average)

a) Lowest mid-century estimate (Christensen and Lettenmaier, 2007) is based on a precipitation downscaling method that yields smaller mid-century precipitation changes. Adjusting for this difference nearly doubles the projected change to around 10% by mid century – not far from Milly et al (2005), but still well below Seager et al (2007)

Page 32: Sensitivity of Colorado Stream Flows to Climate Change

More important, though, is the question: In the context of hydrologic sensitivities to (global) climate change, does the land surface hydrology matter, or does it just passively respond to changes in the atmospheric circulation?

i.e., in the long-term mean, VIMFC P-E Q, so do we really need to know anything about the land surface to determine the runoff sensitivity (from coupled models)?

OR is the coupled system sensitive to the spatial variability in the processes that control runoff generation (and hence ET), and in turn, are there critical controls on the hydrologic sensitivities that are not (and cannot, due to resolution constraints) be represented in current coupled models?

Page 33: Sensitivity of Colorado Stream Flows to Climate Change

The answer …

… Probably lies in high resolution, coupled land-atmosphere simulations, that resolve areas producing most runoff, and their role in modulating (or exacerbating) regional scale sensitivities.