Modeling the effects of climate change forecasts on...

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Modeling the effects of climate change

forecasts on streamflow in the

Nooksack River basin

Susan Dickerson

Dr. Robert Mitchell

Photo: John Scurlock

Acknowledgements

Funding Provided By:

Whatcom County Flood Control Zone District

Alcoa Foundation

Assistance From:

Climate Change Technical Committee:

Matt Wiley & Austin Polebitski

Goal of Research

To predict the timing and magnitude of streamflow in the

Nooksack River basin under changing climate conditions

Photo: John Scurlock

Background: The Nooksack River

Streamflow at North Cedarville, WA

Water Year 2009 (Oct 2008 – Sept 2009)

Approach

Predicted

climate

data

Predictions

Future Snowpack

Future Streamflow

Future Peak Flows

Hydrology model

DHSVM

Spatial

characteristics

of Nooksack

River basin

Methods: DHSVM

Distributed Hydrology Soil Vegetation Model

Pascal Storck

Methods: DHSVM Calibration

Photo: NRCS

Photo: USGS

Forecast scale of 100s km local station

Methods: Forecast Downscaling

CIG, 2010

Methods: Local Climate Change Forecasts

Each forecast incorporates local variability

0 100 200 300 400 500 600

-10

01

02

03

0

Monthly Mean Temperature, 1950-1999

Month

Te

mp

era

ture

(C

)

Abbotsford

Methods: Local Climate Change Forecasts

0 100 200 300 400 500 600

-10

01

02

03

0

Monthly Mean Temperature, 1950-1999

Month

Te

mp

era

ture

(C

)

Abbotsford

GISS_B1 2050 Forecast

Each forecast incorporates local variability AND future climate trends

January Mean Temperature

Temperature (C)

Fre

qu

en

cy

-10 -5 0 5

05

10

15

-50

5

January Mean Temperature

Te

mp

era

ture

(C

)

Methods: Local Forecasts

median

Histogram Boxplot

Methods: Local Forecasts

1 2 3 4 5 6 7 8 9 10 11 12

-10

01

02

03

0

Monthly Mean Temperature - 2050

Month

Te

mp

era

ture

(C

)

-10

01

02

03

0-1

00

10

20

30

-10

01

02

03

0

Abbotsford

GISS_B1

ECHAM_A2

IPSL_A2

1 2 3 4 5 6 7 8 9 10 11 12

-10

01

02

03

0

Monthly Mean Temperature - 2075

Month

Te

mp

era

ture

(C

)

-10

01

02

03

0-1

00

10

20

30

-10

01

02

03

0

Abbotsford

GISS_B1

ECHAM_A2

IPSL_A2

Methods: Local Forecasts

1 2 3 4 5 6 7 8 9 10 11 12

01

00

20

03

00

40

05

00

60

0

Total Monthly Precipitation - 2050

Month

Pre

cip

ita

tio

n (

mm

)

01

00

20

03

00

40

05

00

60

00

10

02

00

30

04

00

50

06

00

01

00

20

03

00

40

05

00

60

0

Abbotsford

GISS_B1

ECHAM_A2

IPSL_A2

1 2 3 4 5 6 7 8 9 10 11 12

01

00

20

03

00

40

05

00

60

0

Total Monthly Precipitation - 2075

Month

Pre

cip

ita

tio

n (

mm

)

01

00

20

03

00

40

05

00

60

00

10

02

00

30

04

00

50

06

00

01

00

20

03

00

40

05

00

60

0

Abbotsford

GISS_B1

ECHAM_A2

IPSL_A2

Approach

Predicted

climate

data

Predictions

Future Snowpack

Future Streamflow

Future Peak Flows

Hydrology model

DHSVM

Spatial

characteristics

of Nooksack

River basin

Results: Snow Water Equivalent1 2 3 4 5 6 7 8 9 10 11 12

01

23

45

Monthly Mean SWE at MF Snotel - GISS_B1

Month

SW

E(m

)

1950-19992000

2025

20502075

1 2 3 4 5 6 7 8 9 10 11 12

01

23

45

Monthly Mean SWE at MF Snotel - Echam_A2

Month

SW

E(m

)

1950-19992000

2025

20502075

1 2 3 4 5 6 7 8 9 10 11 12

01

23

45

Monthly Mean SWE at MF Snotel - IPSL_A2

Month

SW

E(m

)

1950-19992000

2025

20502075

1 2 3 4 5 6 7 8 9 10 11 12

01

23

45

Monthly Mean SWE at MF Snotel - GISS_B1

Month

SW

E(m

)

1950-19992000

2025

20502075

1 2 3 4 5 6 7 8 9 10 11 12

01

23

45

Monthly Mean SWE at MF Snotel - Echam_A2

Month

SW

E(m

)

1950-19992000

2025

20502075

1 2 3 4 5 6 7 8 9 10 11 12

01

23

45

Monthly Mean SWE at MF Snotel - IPSL_A2

Month

SW

E(m

)

1950-19992000

2025

20502075

Results: Snow Water Equivalent

2 4 6 8 10 12

0.0

0.5

1.0

1.5

2.0

2.5

3.0

Monthly Mean SWE at MF Snotel - GISS_B1

Month

SW

E (

m)

1950-19992000

2025

20502075

2 4 6 8 10 12

0.0

0.5

1.0

1.5

2.0

2.5

3.0

Monthly Mean SWE at MF Snotel - Echam_A2

Month

SW

E (

m)

1950-19992000

2025

20502075

2 4 6 8 10 12

0.0

0.5

1.0

1.5

2.0

2.5

3.0

Monthly Mean SWE at MF Snotel - IPSL_A2

Month

SW

E (

m)

1950-19992000

2025

20502075

2 4 6 8 10 12

0.0

0.5

1.0

1.5

2.0

2.5

3.0

Monthly Mean SWE at MF Snotel - GISS_B1

Month

SW

E (

m)

1950-19992000

2025

20502075

2 4 6 8 10 12

0.0

0.5

1.0

1.5

2.0

2.5

3.0

Monthly Mean SWE at MF Snotel - Echam_A2

Month

SW

E (

m)

1950-19992000

2025

20502075

2 4 6 8 10 12

0.0

0.5

1.0

1.5

2.0

2.5

3.0

Monthly Mean SWE at MF Snotel - IPSL_A2

Month

SW

E (

m)

1950-19992000

2025

20502075

Results: Streamflow1 2 3 4 5 6 7 8 9 10 11 12

05000

10000

15000

20000

Monthly Median Streamflow - GISS_B1

Month

Str

eam

flow

(cfs

)

1950-19992000

2025

20502075

1 2 3 4 5 6 7 8 9 10 11 12

05000

10000

15000

20000

Monthly Median Streamflow - ECHAM_A2

Month

Str

eam

flow

(cfs

)

1950-1999

2000

20252050

2075

1 2 3 4 5 6 7 8 9 10 11 12

05000

10000

15000

20000

Monthly Median Streamflow - IPSL_A2

Month

Str

eam

flow

(cfs

)

1950-1999

20002025

2050

2075

1 2 3 4 5 6 7 8 9 10 11 12

05000

10000

15000

20000

Monthly Median Streamflow - GISS_B1

Month

Str

eam

flow

(cfs

)1950-19992000

2025

20502075

1 2 3 4 5 6 7 8 9 10 11 12

05000

10000

15000

20000

Monthly Median Streamflow - ECHAM_A2

Month

Str

eam

flow

(cfs

)

1950-1999

2000

20252050

2075

1 2 3 4 5 6 7 8 9 10 11 12

05000

10000

15000

20000

Monthly Median Streamflow - IPSL_A2

Month

Str

eam

flow

(cfs

)

1950-1999

20002025

2050

2075

Results: Streamflow2 4 6 8 10 12

02000

6000

10000

Monthly Median Streamflow - GISS_B1

Month

Str

eam

flow

(cfs

)

1950-1999

2000

2025

2050

2075

2 4 6 8 10 12

02000

6000

10000

Monthly Median Streamflow - Echam_A2

Month

Str

eam

flow

(cfs

)

1950-1999

2000

2025

2050

2075

2 4 6 8 10 12

02000

6000

10000

Monthly Median Streamflow - IPSL_A2

Month

Str

eam

flow

(cfs

)

1950-1999

2000

2025

2050

2075

2 4 6 8 10 12

02000

6000

10000

Monthly Median Streamflow - GISS_B1

Month

Str

eam

flow

(cfs

)

1950-1999

2000

2025

2050

2075

2 4 6 8 10 12

02000

6000

10000

Monthly Median Streamflow - Echam_A2

Month

Str

eam

flow

(cfs

)

1950-1999

2000

2025

2050

2075

2 4 6 8 10 12

02000

6000

10000

Monthly Median Streamflow - IPSL_A2

Month

Str

eam

flow

(cfs

)

1950-1999

2000

2025

2050

2075

Results: Peak Flow Events

1950 1960 1970 1980 1990 2000

10

00

03

00

00

50

00

07

00

00

Annual Peak Flows (WY 1951-1999)

Water Year

Str

ea

mflo

w (

cfs

)

Ferndale-observed

Cedarville-simulated

Results: Peak Flow Events0e+00

4e+04

8e+04

Annual Peak Flows (WY 1951-1999) - GISS_B1

Str

eam

flow

(cfs

)

Ferndale-observedCedarville-simulated

2000

20252050

2075

0e+00

4e+04

8e+04

Annual Peak Flows (WY 1951-1999) - Echam_A2

Str

eam

flow

(cfs

)

Ferndale-observedCedarville-simulated

2000

20252050

2075

0e+00

4e+04

8e+04

Annual Peak Flows (WY 1951-1999) - IPSL_A2

Str

eam

flow

(cfs

)

Ferndale-observedCedarville-simulated

2000

20252050

2075

0e+00

4e+04

8e+04

Annual Peak Flows (WY 1951-1999) - GISS_B1

Str

eam

flow

(cfs

)

Ferndale-observedCedarville-simulated

2000

20252050

2075

0e+00

4e+04

8e+04

Annual Peak Flows (WY 1951-1999) - Echam_A2

Str

eam

flow

(cfs

)

Ferndale-observedCedarville-simulated

2000

20252050

2075

0e+00

4e+04

8e+04

Annual Peak Flows (WY 1951-1999) - IPSL_A2

Str

eam

flow

(cfs

)

Ferndale-observedCedarville-simulated

2000

20252050

2075

Results: Peak Flow Events

IPSL_A2 2000

Month

Fre

qu

en

cy

0 2 4 6 8 10

010

20

30

40

IPSL_A2 2025

Month

Fre

qu

en

cy

0 2 4 6 8 10

010

20

30

40

IPSL_A2 2050

Month

Fre

qu

en

cy

0 2 4 6 8 10

010

20

30

40

IPSL_A2 2075

Month

Fre

qu

en

cy

0 2 4 6 8 10

010

20

30

40

Simulated Peaks Above 30,000 cfs

Forecast Period

Fre

quency

2000 2025 2050 2075

02

04

06

08

01

00

GISS_B1

Echam_A2

IPSL_A2

Temperature or Precipitation?

• Predicted increases in

temperature and

precipitation

• More agreement on

temperature trends

• Previous regional

studies indicate that

temperature is the driving

factor in changes to

snowpack

(Hamlet et al., 2005,

Mote et al., 2005,

Mote et al., 2008)

1 2 3 4 5 6 7 8 9 10 11 12

-10

01

02

03

0

Monthly Mean Temperature - 2075

Month

Te

mp

era

ture

(C

)

-10

01

02

03

0-1

00

10

20

30

-10

01

02

03

0

Abbotsford

GISS_B1

ECHAM_A2

IPSL_A2

1 2 3 4 5 6 7 8 9 10 11 12

01

00

20

03

00

40

05

00

60

0

Total Monthly Precipitation - 2075

Month

Pre

cip

ita

tio

n (

mm

)

01

00

20

03

00

40

05

00

60

00

10

02

00

30

04

00

50

06

00

01

00

20

03

00

40

05

00

60

0

Abbotsford

GISS_B1

ECHAM_A2

IPSL_A2

Conclusions

• Snowpack will decrease

• Timing of peak snowpack and of

the spring melting will move earlier in

the year

• Winter streamflow will increase,

summer streamflow will decrease

• Peak flow events will increase in

magnitude and frequency

• Extent of change depends on

temperature change

Photo: John Scurlock

Thank you!

Susan DickersonLandau Associates

www.landauinc.com

susanbitterroot@gmail.com

DHSVM: Calibration

Initial

Simulation

After

Calibration

01

00

00

30

00

0

Nooksack River, WY 06-07

Date

Da

ily M

ea

n S

tre

am

flo

w (

cfs

)

1Jan2006 2Jul2006 1Jan2007 2Jul2007

Cedarville - observed

Cedarville - simulated

01

00

00

30

00

0

Nooksack River, WY 06-07

Date

Da

ily M

ea

n S

tre

am

flo

w (

cfs

)

1Jan2006 2Jul2006 1Jan2007 2Jul2007

Cedarville - observed

Cedarville - simulated

IPCC 2001

Emissions Scenarios

Manning et al., 2010

Emissions Scenarios

Methods: Climate Change Forecasts

2040s Changes in Temperature and Precipitation

Mote and others, 2005

Three General

Circulation Models

(GCMs) :

1. IPSL_CM4_A2Institut Pierre Simon Laplace

(with A2)

2. Echam5_A2Max Planck Institute for

Meteorology (with A2)

3. GISS_ER_B1Goddard Institute for Space

Studies (with B1)

Results: Peak Flow Events

0e+00 4e+04 8e+04

0.0

0.2

0.4

0.6

0.8

1.0

Annual Peak Flows - 1950-1999

Streamflow (cfs)

Non-E

xceedance P

robabili

ty

Ferndale Observed

Cedearville Simulated

0e+00 4e+04 8e+04

0.0

0.2

0.4

0.6

0.8

1.0

Annual Peak Flows - GISS_B1

Streamflow (cfs)

Non-E

xceedance P

robabili

ty

1950-1999

2000

2025

2050

2075

0e+00 4e+04 8e+04

0.0

0.2

0.4

0.6

0.8

1.0

Annual Peak Flows - Echam_A2

Streamflow (cfs)

Non-E

xceedance P

robabili

ty

1950-1999

2000

2025

2050

2075

0e+00 4e+04 8e+04

0.0

0.2

0.4

0.6

0.8

1.0

Annual Peak Flows - IPSL_A2

Streamflow (cfs)

Non-E

xceedance P

robabili

ty

1950-1999

2000

2025

2050

2075

0e+00 4e+04 8e+04

0.0

0.2

0.4

0.6

0.8

1.0

Annual Peak Flows - 1950-1999

Streamflow (cfs)N

on-E

xceedance P

robabili

ty

Ferndale Observed

Cedearville Simulated

0e+00 4e+04 8e+04

0.0

0.2

0.4

0.6

0.8

1.0

Annual Peak Flows - GISS_B1

Streamflow (cfs)

Non-E

xceedance P

robabili

ty

1950-1999

2000

2025

2050

2075

0e+00 4e+04 8e+04

0.0

0.2

0.4

0.6

0.8

1.0

Annual Peak Flows - Echam_A2

Streamflow (cfs)

Non-E

xceedance P

robabili

ty

1950-1999

2000

2025

2050

2075

0e+00 4e+04 8e+04

0.0

0.2

0.4

0.6

0.8

1.0

Annual Peak Flows - IPSL_A2

Streamflow (cfs)

Non-E

xceedance P

robabili

ty

1950-1999

2000

2025

2050

2075

Results: Spring Peak Flow Events

0 10000 30000 50000 70000

0.0

0.2

0.4

0.6

0.8

1.0

Spring Peak Flows - GISS_B1

Streamflow (cfs)

Non-E

xceedance P

robabili

ty

1950-1999

2000

2025

2050

2075

0 10000 30000 50000 70000

0.0

0.2

0.4

0.6

0.8

1.0

Spring Peak Flows - Echam_A2

Streamflow (cfs)

Non-E

xceedance P

robabili

ty1950-1999

2000

2025

2050

2075

0 10000 30000 50000 70000

0.0

0.2

0.4

0.6

0.8

1.0

Spring Peak Flows - IPSL_A2

Streamflow (cfs)

Non-E

xceedance P

robabili

ty

1950-1999

2000

2025

2050

2075

0 10000 30000 50000 70000

0.0

0.2

0.4

0.6

0.8

1.0

Spring Peak Flows - GISS_B1

Streamflow (cfs)

Non-E

xceedance P

robabili

ty

1950-1999

2000

2025

2050

2075

0 10000 30000 50000 70000

0.0

0.2

0.4

0.6

0.8

1.0

Spring Peak Flows - Echam_A2

Streamflow (cfs)

Non-E

xceedance P

robabili

ty

1950-1999

2000

2025

2050

2075

0 10000 30000 50000 70000

0.0

0.2

0.4

0.6

0.8

1.0

Spring Peak Flows - IPSL_A2

Streamflow (cfs)

Non-E

xceedance P

robabili

ty

1950-1999

2000

2025

2050

2075