Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the...

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Background and Motivation
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Transcript of Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the...

Page 1: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

Background and Motivation

Page 2: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

ENSO (El Niño Southern Oscillation)ENSO (El Niño Southern Oscillation)

the water year for which the December to February Sea Surface Temperature in the NINO 3.4 region exceeds 0.5 standard deviations above its long-term (1900-1996) mean value.

ENSO is classified in

three states:

Warm (El Niño)

Neutral

Cool (La Niña)

A Warm ENSO year:

Page 3: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

The effects of ENSO on PNW winter climate

Warm ENSO (El Niño) : winters tend to be warmer and drier than average. Cool ENSO (La Niña) : winters tend to be cooler and wetter than average.

Source: Climate Impacts Group website

Page 4: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

10

20

30

40

50

60

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0

Extreme Value Type I Distribution Reduced Variate, Y

Th

e B

on

ne

rs F

err

y F

low

(kc

fs) Bonners Ferry

10

20

30

40

50

60

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0

Extreme Value Type I Distribution Reduced Variate, Y

Th

e C

olu

mb

ia F

alls

Ou

t Flo

w (

kcfs

)

Columbia Falls

100

200

300

400

500

600

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0Extreme Value Type I Distribution Reduced Variate, Y

Th

e D

alle

s F

low

(kc

fs)

The Dalles

The effects of ENSO on flood risk for Columbia River Basin

- Warm ENSO

- Neutral ENSO

X - Cool ENSO

Page 5: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

The effects of ENSO on storage deficits

0

500

1,000

1,500

Mic

a

Arr

ow

Hun

gry

Hor

se

Libb

y

Gra

ndC

oule

e

Dw

orsh

ak

Bro

wnl

ee

July

31

Ave

rage

Sto

rage

Def

icit

(KA

F)

Warm ENSONeutral ENSOCool ENSO

Page 6: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

Objective:

Develop ENSO conditioned Flood

Control Curves by Rebalancing Flood

Control and Reservoir Refill

Flood Control Refill

Page 7: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

Test Case: The Columbia River Basin

Multi-objective

Reservoir System

Flood Control Hydropower Instream Flow Water Supply Recreation Navigation

The Dalles

Columbia Falls

Bonners Ferry

Page 8: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

Method : Optimization – Simulation Method

Optimization Model Develop Optimized Flood

Control Curves

Simulation Model Test and Refine

Proposed Rule Curves

Hydrologic Model Generate Streamflow

for 20th Century

Page 9: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

VIC Hydrologic Model

Macroscale Hydrologic Model developed by University of Washington which simulates energy and water balance at large scale at 1/8 degree (Approximately 50 mi2/ Cell)

(Variable Infiltration Capacity Hydrologic Model)

Page 10: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

Optimization model developed by the US Army Corps of Engineers

Penalty functions are used to constrain the Columbia River basin system operation

Flood control penalties Flood control penalties Storage penaltiesStorage penalties

HEC-PRM(Hydrologic Engineering Center’s Prescriptive Model)

Page 11: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

ColSim

Flood control Hydropower Irrigation Instream flow Navigation Recreation

(Columbia Simulation Model)

Page 12: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

Optimization Strategy

Adjust Penalty functions

Classify

Water Years

into Each ENSO

State

Select

Penalty Functions

for Each ENSO State

Generate

Optimized

Flood Rule Curves

for Each ENSO State

Evaluate Flood and

Refill Statistics using

Simulation for Each

ENSO state

Page 13: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

0

500

1,000

1,500

Mic

a

Arr

ow

Hun

gry

Hor

se

Libb

y

Gra

ndC

oule

e

Dw

orsh

ak

Bro

wnl

ee

July

31

Ave

rage

Sto

rage

Def

icit

(KA

F)

Warm ENSONeutral ENSOCool ENSO

- Warm ENSO

- Neutral ENSO

X - Cool ENSO

10

20

30

40

50

60

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0

Extreme Value Type I Distribution Reduced Variate, Y

Th

e B

on

ne

rs F

err

y F

low

(kc

fs) Bonners Ferry

10

20

30

40

50

60

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0

Extreme Value Type I Distribution Reduced Variate, Y

Th

e C

olu

mb

ia F

alls

Ou

t Flo

w (

kcfs

)

Columbia Falls

100

200

300

400

500

600

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0Extreme Value Type I Distribution Reduced Variate, Y

Th

e D

alle

s F

low

(kc

fs)

The Dalles

Page 14: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

10

20

30

40

50

60

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0Extreme Value Type I Distribution Reduced Variate, Y

Th

e B

on

ne

rs F

err

y F

low

(kc

fs) Bonners Ferry

10

20

30

40

50

60

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0

Extreme Value Type I Distribution Reduced Variate, Y

Th

e C

olu

mb

ia F

alls

Ou

t Flo

w (

kcfs

)

Columbia Falls

0

500

1,000

1,500

Mic

a

Arr

ow

Hun

gry

Hor

se

Libb

y

Gra

ndC

oule

e

Dw

orsh

ak

Bro

wnl

ee

July

31

Ave

rage

Sto

rage

Def

icit

(KA

F)

- Warm ENSO

100

200

300

400

500

600

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0Extreme Value Type I Distribution Reduced Variate, Y

Th

e D

alle

s F

low

(kc

fs)

The Dalles

Page 15: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

Results

Page 16: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

Flood Frequency Analysis at Bonners Ferry

- Current Flood Control Curves

- HEC Flood Control Curves

X - ENSO Flood Control Curves

10

20

30

40

50

60

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0

Th

e B

on

ne

rs F

err

y F

low

(kc

fs)

Extreme Value Type I Distribution Reduced Variate, Y

CurFC HECFC ENSOFC

Warm ENSO

10

20

30

40

50

60

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0

Th

e B

on

ne

rs F

err

y F

low

(kc

fs)

Extreme Value Type I Distribution Reduced Variate, Y

CurFC HECFC ENSOFC

Neutral ENSO

10

20

30

40

50

60

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0

Th

e B

on

ne

rs F

err

y F

low

(kc

fs)

Extreme Value Type I Distribution Reduced Variate, Y

CurFC HECFC ENSOFC

Cool ENSO

Page 17: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

Flood Frequency Analysis at Columbia Falls

- Current Flood Control Curves

- HEC Flood Control Curves

X - ENSO Flood Control Curves

10

20

30

40

50

60

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0

Th

e C

olu

mb

ia F

alls

Ou

t F

low

(kc

fs)

Extreme Value Type I Distribution Reduced Variate, Y

CurFC HECFC ENSOFC

Warm ENSO

10

20

30

40

50

60

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0Th

e C

olu

mb

ia F

alls

Ou

t F

low

(kc

fs)

Extreme Value Type I Distribution Reduced Variate, Y

CurFC HECFC ENSOFC

Neutral ENSO

10

20

30

40

50

60

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0Th

e C

olu

mb

ia F

alls

Ou

t F

low

(kc

fs)

Extreme Value Type I Distribution Reduced Variate, Y

CurFC HECFC ENSOFC

Cool ENSO

Page 18: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

Flood Frequency Analysis at The Dalles

100

200

300

400

500

600

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0

Th

e D

alle

s F

low

(kc

fs)

Extreme Value Type I Distribution Reduced Variate, Y

CurFC HECFC ENSOFC

Warm ENSO

100

200

300

400

500

600

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0

Th

e D

alle

s F

low

(kc

fs)

Extreme Value Type I Distribution Reduced Variate, Y

CurFC HECFC ENSOFC

Neutral ENSO

100

200

300

400

500

600

-2.0 -1.0 0.0 1.0 2.0 3.0 4.0 5.0

Th

e D

alle

s F

low

(kc

fs)

Extreme Value Type I Distribution Reduced Variate, Y

CurFC HECFC ENSOFC

Cool ENSO

- Current Flood Control Curves

- HEC Flood Control Curves

X - ENSO Flood Control Curves

Page 19: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

Storage Deficits

0

500

1,000

1,500

Mica Arrow Grand Coulee Hungry Horse Libby

July

31

Ave

rage

Sto

rage

Def

icit

(KA

F) Cur FC

Hec FC

ENSO FC

Warm ENSO

0

500

1,000

1,500

Mica Arrow Grand Coulee Hungry Horse Libby

July

31

Ave

rage

Sto

rage

Def

icit

(KA

F) Cur FC

Hec FC

ENSO FC

Neutral ENSO

0

500

1,000

1,500

Mica Arrow Grand Coulee Hungry Horse Libby

July

31

Ave

rage

Sto

rage

Def

icit

(KA

F) Cur FC

Hec FC

ENSO FC

Cool ENSO

Page 20: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

Flood Control Curves vs. Simulated Storage (a low flow year)

Page 21: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

Flood Control Curves vs. Simulated Storage (a high flow year)

Page 22: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

Conclusions ENSO conditioned FC rule curves yield lower storage

deficits than Current FC without significantly increasing flood risks

ENSO FC is successfully calibrated using ENSO conditioned flood frequency curves and storage deficit statistics even though each ENSO category has relatively small sample size.

Page 23: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

Conclusions ENSO conditioned FC rule curves yield reduced

storage deficits relative to HEC FC

There is no effect of reduced flood space on storage deficits for low flow years because flood control is not the main driver in low flow years.

Page 24: Background and Motivation. ENSO (El Niño Southern Oscillation) the water year for which the December to February Sea Surface Temperature in the NINO 3.4.

Conclusions ENSO conditioned FC rule curves yield reduced

storage deficits relative to HEC FC

There is no effect of reduced flood space on storage deficits for low flow years because flood control is not the main driver in low flow years.