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Climate Change and the Death of Stationarity: A New Era for Western Water? Stephen T. Gray University of Wyoming

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Page 1: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Climate Change and the Death of Stationarity:

A New Era for Western Water?

Stephen T. GrayUniversity of Wyoming

Page 2: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Defining StationarityGuiding principle and foundation of water management and policy in the western US

Key assumptions:1. Over the timescales relevant to water resource

management, natural systems fluctuate within unchanging boundaries

2. The probability of any event (e.g. drought of a given magnitude) does not change over these timescales

3. Probabilities can be reasonably estimated from observations

After Milly et al. 2008 and others

Page 3: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Consequences• Heavy reliance on the instrumental/

observational record • The “past” becomes our primary

target for policy and management

Page 4: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Milly, et al. (1 February 2008), Science 319 (5863), 573.

Page 5: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Key Questions•Is stationarity a useful paradigm in water resource management and policy?•How reliable are observations as a guide to the future?•How is climate change impacting our ability to apply stationarity?

Page 6: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

What do we know aboutthe potential range-of-variability?

Stationarity & Western Water:

Page 7: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Water Year Flows: Colorado River @ Lees Ferry, AZ

30-yr “Normal”Period

RecordBeginsIn 1922

Page 8: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

LongLong--term term PerspectivesPerspectives

On On StationarityStationarity

Page 9: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Regional Regional hydroclimatichydroclimatic variability from variability from Tree rings: Upper Colorado RiverTree rings: Upper Colorado River

Page 10: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Meko et al. (2007) GRLGray, Pederson, and Bunn (In Prep.)

Woodhouse et al., (2006) WRR

Colorado River at Lees Ferry:Multiple high-quality reconstructions now span 1000+ years

Page 11: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Gray, Woodhouse and Lukas (in prep)

20th Century

19th Century

18th Century

17th Century

16th Century

Page 12: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

~30 years withoutsevere drought

Gray, Woodhouse and Lukas (in prep)

20th Century

19th Century

18th Century

17th Century

16th Century

Page 13: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

25 yr 25 yr splinespline

UPCO Basin Flow RegimesUPCO Basin Flow Regimes

Lees FerryLees Ferry

Unusual wetness leads to the over-allocation of river water

Woodhouse, Gray, and Meko (2006)Water Resources Research 42:W05415

Page 14: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

25 yr 25 yr splinespline

UPCO Basin Flow RegimesUPCO Basin Flow Regimes

Lees FerryLees Ferry

(Should this really be our reference period?)(Should this really be our reference period?)

Page 15: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Lees Ferry

25 yr average for flows vs. gage period mean (15.2 MAF)

Reconstructed Upper Colorado River Flows

Woodhouse, Gray, and Meko (2006). Water Resources Research 42:W05415 Gray, Pederson, and Bunn (In Prep.)

Page 16: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

25 yr average for flows vs. gage period mean (15.2 MAF)

Reconstructed Upper Colorado River Flows

Woodhouse, Gray, and Meko (2006). Water Resources Research 42:W05415 Gray, Pederson, and Bunn (In Prep.)

Many droughts of greater magnitudeand duration compared to 20th Century

Start of gagerecord

Page 17: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Significant Wet/Dry Regimes through TimeSignificant Wet/Dry Regimes through Time

Lees FerryLees Ferry 2525 and 50 yr averagesand 50 yr averages

Page 18: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Lees FerryLees Ferry

Dominated by switching between Dominated by switching between persistent highpersistent high-- and lowand low--flow regimes flow regimes

Climate and Climate and StreamflowStreamflow are Nonare Non--StationaryStationary

Page 19: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Courtesy NASA & NOAA

Non-stationarity is largely a product of interactions between ocean-atmosphere processes occurring in different regions of the globe

Page 20: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Are natural variations cyclic?

Woo

dhou

se e

t al.

2006

= significant (p < 0.05) “cycle”

Page 21: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

And the verdict is…•As commonly applied in water resource management, stationarity has never been a valid assumption •Observations do not cover the range of variability we can reasonably expect•In many parts of the West our “base-line” was unusually wet and lacking in severe droughts•No 30-100 yr period is sufficient to cover the full range of variability

Page 22: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Climate Change vs. Stationarity

Page 23: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

The Prognosis- Temperature increases and other climatic changes will continue for many centuries to come

IPCC 2007

Page 24: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Climate Predictions for North America

Central Rockies: Roughly 3° F average annual warming by 2050 and 6° F by 2100; -5% decrease to 5% increase in annual precipitation; Drier summers and slightly wetter winters (DJF); Potential for more dramatic extremes

Page 25: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Warming = Perpetual Drought?

Source: Hoerling and Eischeid - SW Hydrology, 2007

No significant changeIn precipitation plus1.4 °C temp. increase

No significant changeIn precipitation plus2.8 °C temp. increase

Small increases in temperature lead to increased evaporation

and decreasedwater yield to streams

Calculated Palmer Drought Severity Index Values

Page 26: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

How will river How will river flows change when flows change when increasing temps increasing temps are combined with are combined with drought and drought and precipprecipchange? change?

Gray et al. (2007), Quat. Res. Gray and McCabe (In Review) WRRMcCabe and Gray, (In Prep.)

River Flow Sensitivity Studies

Page 27: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Wolock and McCabe,1999McCabe and Wolock, 2007

Water Balance Accounting Model

Monthly orWater Year

Stream Flow(Discharge)

Monthly PRISM Monthly PRISM

Page 28: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Modeling Water Year Runoff: Yellowstone at Corwin Springs

r2 = 0.85

Page 29: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

15-24%Decline

Modeling Potential Impacts on the Yellowstone River

Long-term Change in Average Runoff

No change from historic precipitation plus warming scenarios

Page 30: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Additional23-34%Decline

Average Runoff: Driest 10th percentile

Modeling Potential Impacts on the Yellowstone River

No change from historic precipitation plus warming scenarios

Page 31: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Could precipitation offset increasing temperatures?Analysis: 800 yr tree-ring record plus future temps

Page 32: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Streamflow responses to climate change will be non-stationary!

Inherent PPT variability couldpromote non-stationary

climate-change responses

Page 33: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Trends in APRIL 1 snow pack

From Mote et al. 2007

Percent change since 1950 Absolute change since 1950

Page 34: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Gray and McCabe, In review

Regional Streamflow Sensitivity Studies: Upper Yellowstone

Diminished winterflows with morechance of floods

Earlier peak with variableimpacts on peak flow Greatest impacts

in late-summer

Page 35: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Climate Change Impacts•Further invalidates stationarity•More intense droughts, potential for greater drought duration (?) •Potential to further widen the range between extremes•Amplifies limitations of observational records and related assumptions•Will undoubtedly exacerbate existing problems (e.g. aging infrastructure, user conflicts, endangered/exotic species)

Page 36: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

• 6x increase in area burned since 1986

• Higher spring and summer temp plus earlier snow melt

• New paradigm for wild land fireWesterling et al. 2006;

see also McKenzie et al. 2004

Warmer temperatures increase wildfire

Page 37: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Mountain pine beetle will dramatically alter Western conifer forests

Widespread epidemics driven by warmer temperaturesTree’s natural defenses reduced by droughtUnprecedented (?) in extent, rate of spread and severity

Page 38: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Source: McCabe and Wolock 2007

Projected Upper Colorado Flows vs. Population Growth

The Western Rivers Problem

Page 39: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Beyond Stationarity•Time to use all the tools at our disposal

-Observations should be one of many decision-support tools

•Non-stationary models of natural systems•Need for interdisciplinary cooperation•Flexibility in policy and management•View decisions in terms of “vulnerability”, not just empirical probabilities

Page 40: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Build Capacity for Rapid Data/Information Transfer

Google: Wyoming Water Resources

Page 41: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Maintain and Improve Monitoring

Photos courtesy Brent Ewers, UW

“Win-Win” strategy that prepares us for drought, regulatory challenges and

Climate Change

Page 42: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Beyond Stationarity•Time to use all the tools at our disposal

-Observations should be one of many decision-support tools

•Non-stationary models of natural systems•Need for interdisciplinary cooperation•Flexibility in policy and management•View decisions in terms of “vulnerability”, not just empirical probabilities

Page 43: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

We tend to think of future climate change as a simplelinear trend…

How has stationarity influenced our view of climate change?

Gray et al. (2006), Ecology 87:1124-1130

Page 44: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

We tend to think of future climate change as a simplelinear trend…

How has stationarity influenced our view of climate change?

Future climate will be a combination of human-inducedtrends and natural variability(i.e. non-stationarity)

Gray et al. (2006), Ecology 87:1124-1130

Page 45: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

We tend to think of future climate change as a simplelinear trend…

Future climate will be a combination of human-inducedtrends and natural variability(i.e. non-stationarity)

How has stationarity influenced our view of climate change?

Gray et al. (2006), Ecology 87:1124-1130

Page 46: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Beyond Stationarity•Time to use all the tools at our disposal

-Observations should be one of many decision-support tools

•Non-stationary models of natural systems•Need for interdisciplinary cooperation•Flexibility in policy and management•View decisions in terms of “vulnerability”, not just empirical probabilities

Page 47: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Use “Scenario Planning” and other techniques to assess vulnerabilities under a wide range of potential futures

Page 48: Climate Change and the Death of Stationarityclimate change as a simple linear trend… How has stationarity influenced our view of climate change? Future climate will be a combination

Thanks!