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Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

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Page 1: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Stockholm Environment Institute

Natural Heritage Institute

CABY Watershed Modeling with WEAP

CABY Planning MeetingMay 6 2006David Purkey and David Yates

Page 2: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Application of WEAP to the American River Basin

Page 3: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Catchment Delineation

• Based on six digit hydrologic units (HUC6).

• HUCs were subdivided if necessary to calculate inflows to key reservoirs.

• In addition to 56 catchments in the American River Basin, the Camp Creek and Sly Park Creek catchments were added to compute inflow to Jenkinson Lake.

Page 4: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

American River Basin

Page 5: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Major Streams in Basin

Page 6: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Model Catchments

Page 7: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Catchment Characterization

• Land was categorized using the SSURGO soils and the CALVEG vegetation databases.– Soils were classified as shallow or deep.

– Vegetation was classified as trees, shrubs, bare, urban, grassland, or wet.

• Resulting classifications were– Deep trees

– Shallow trees

– Deep shrubs

– Etc.

Page 8: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Modeled Rivers

Page 9: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Modeled Reservoirs

Aloha

Hell Hole

Loon Lake

Echo

French Meadows

Caples & SilverFolsom

Union Valley

Ice House

Sly Park

Stumpy Mdw

Page 10: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Modeled Transfers

Page 11: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Climate Data

• DAYMET.org (Univ. Montana & NCAR) – Daily, 1-km gridded data were mapped o the

centroids of each suib-catchment– Precipitation, temperature, humidity, and wind.

• Data were developed using observed climate data and terrain models.

Page 12: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Middle Fork Project

Page 13: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Upper American Project

Page 14: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

El Dorado Irrigation District

Page 15: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Calibration Results

Page 16: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

North Fork American at North Fork Dam

0

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O N D J F M A M J J A S

Date

Acr

e-F

eet

Simulated Observed

Page 17: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Upper Duncan

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Page 18: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Caples Lake SWE

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70

Dec-88 Dec-89 Dec-90 Dec-91 Dec-92 Dec-93 Dec-94 Dec-95 Dec-96 Dec-97 Dec-98 Dec-99 Dec-00

Date

Inch

es

Observed Simulated

Page 19: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Middle Fork American at Foresthill

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Observed

w/o Operations

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ObservedWith Operationsw/o Operations

Page 20: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Climate Change (and other) Scenarios in WEAP

Page 21: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Probabilistic assessment of regional climate change

A Bayesian approach that combines predictions from multiple AOGCM output (21 models)

Probabilistic representation of temperature/precipitation change, at regional scales, incorporating natural variability

Reconciles projections from different AOGCMs

BIAS and CONVERGENCE criteria:

Reward models that perform well in reproducing current climate/

discount models that show a large bias

Reward models that form a consensus/downweight extreme

Projections

Avoids the Problems of being “Married” to individual GCM!!

Page 22: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Climate Scenarios- Probabilistic Projections

A1B Seasonal Changes for Northern California from 21 AOGCMs

Precipitation

Winter Spring Summer Fall

Winter- equal likelihood of more or less precip.; no strong long term trend

Spring, Summer Fall- more likelihood of less precip.

Page 23: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Climate Scenarios- Probabilistic Projections

Temperature

Winter Spring Summer Fall

A1B Seasonal Changes for Northern California from 21 AOGCMs

Early 21st Century warming of 0.8C

Natural variability could mask early 21st century anthropogenic warming.

Page 24: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Climate Scenarios - Probabilistic Projections

• These probabilistic projections are useful, for getting a “feel” for the climatic range suggested by AOGCM models.

• BUT.. How do we use this information given impact assessment needs?

• Impact assessment models need “REAL DATA” .. E.g. Climate time series, such as temperature, precipitation, wind, humidity, etc.

This is the downscaling process…

Page 25: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Single Climate Scenario Instance Moderate Warming and Drying

1011121314151617181920

40

-20

04

5-2

00

8

22

-20

11

39

-20

14

4-2

01

8

21

-20

21

38

-20

24

3-2

02

8

20

-20

31

37

-20

34

2-2

03

8

19

-20

41

36

-20

44

1-2

04

8

18

-20

51

35

-20

54

52

-20

57

17

-20

61

Te

mp

era

ture

0

500

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2500

Pre

cip

ita

tio

n

Climate Scenarios - Probabilistic ProjectionsK-Nearest Neighbor Downscaling

Hist Avg PcpHist Avg. Tmp

Yates et al. 2003, A K-nn algorithm for generating regional climate scenarios, WRR

Page 26: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Climate Scenarios- Probabilistic Projections

-50

51

01

52

0

Jan Mar May Jul Sep Nov

Avg Temp Alder_C A1B Wm Wet_1

05

10

15

20

Jan Mar May Jul Sep Nov

Avg Temp Alder_C A1B Wm Dry_5

-50

51

01

52

0

Jan Mar May Jul Sep Nov

Avg Temp Alder_C A1B Wm Dry_1

WmDry 1

WmDry 5

WmWet 1

WmWet 5

historic

Monthly Avg. Temperature for Alder Creek - 2010 to 2030

C-5

05

10

15

20

Jan Mar May Jul Sep Nov

Avg Temp Alder_C A1B Wm Dry_1

Page 27: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

02

04

06

08

0

Jan Mar May Jul Sep Nov

Total ppt Alder_C A1B Wm Wet_501

02

03

04

05

06

0

Jan Mar May Jul Sep Nov

Total ppt Alder_C A1B Wm Dry_1

01

02

03

04

05

0

Jan Mar May Jul Sep Nov

Total ppt Alder_C A1B Wm Dry_5

Climate Scenarios- Probabilistic Projections

WmDry 1

WmDry 5

WmWet 1

WmWet 5

historic

Monthly Total Precipitation Data for Alder Creek – 2010 to 2030

mm

mm

02

04

06

08

0

Jan Mar May Jul Sep Nov

Total ppt Alder_C A1B Wm Wet_1

Page 28: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

North and Middle Forks

French Meadows

Hell Hole

Page 29: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

05

01

00

15

02

00

Fall Winter Spring Summer

North Fork Americancm

sRunoff North Fork American

historic

Page 30: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Climate Change and Hydropower for the main projects

An ensemble of climate projections and their impacts on hydropower

Gw

-hrs

Headline: Even Wet scenarios suggest a decline in production with given operating rules.

Page 31: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

Project Storage

Total Avg. Weekly Storage (UARP)

120000

170000

220000

270000

320000

370000

We

ek

40

We

ek

43

We

ek

46

We

ek

49

We

ek

52

We

ek

3

We

ek

6

We

ek

9

We

ek

12

We

ek

15

We

ek

18

We

ek

21

We

ek

24

We

ek

27

We

ek

30

We

ek

33

We

ek

36

We

ek

39

Ac

re-f

ee

t

historic

Total Avg. Weekly Storage- Middle Fork Project

0

40000

80000

120000

160000

200000

We

ek

40

We

ek

43

We

ek

46

We

ek

49

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ek

52

We

ek

3

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ek

6

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ek

9

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ek

12

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ek

15

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ek

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ek

21

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ek

24

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ek

27

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ek

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ek

33

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ek

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ek

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ac

re-f

ee

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historic

Page 32: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

51

01

52

0

Jan Mar May Jul Sep Nov

N Frk Middle Fk Water Temperature A1B Wm Dry_1

North Fork Water Temps- Unmanaged Watershed

51

01

52

0

Jan Mar May Jul Sep Nov

N Frk Middle Fk Water Temperature A1B Wm Dry_5

WARM Dry WARM Very Dry

Page 33: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates

81

01

21

41

6

Jan Mar May Jul Sep Nov

Middle Fork Water Temperature A1B Wm Dry_1

Middle Fork Water Temps – Managed Watershed

81

01

21

41

6

Jan Mar May Jul Sep Nov

Middle Fork Water Temperature A1B Wm Dry_5

WARM Dry WARM Very Dry

Page 34: Stockholm Environment Institute Natural Heritage Institute CABY Watershed Modeling with WEAP CABY Planning Meeting May 6 2006 David Purkey and David Yates