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Global rivers that will be observed by SWOT and their characteristics K. Andreadis 1 , E. Clark 1 , M. Durand 2 , S. Biancamaria 3 , E. Rodriguez 4 , D. Lettenmaier 1 , D. Alsdorf 2 SWOT Hydrology Workshop 9/15/2008, Columbus, OH 1 University of Washington 2 Ohio State University 3 LEGOS 4 NASA JPL

Global rivers that will be observed by SWOT and their

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Page 1: Global rivers that will be observed by SWOT and their

Global rivers that will be observed by SWOT and their characteristics

K. Andreadis1, E. Clark1, M. Durand2, S. Biancamaria3, E. Rodriguez4, D. Lettenmaier1, D.

Alsdorf2

SWOT Hydrology Workshop9/15/2008, Columbus, OH

1University of Washington 2Ohio State University3LEGOS 4NASA JPL

Page 2: Global rivers that will be observed by SWOT and their

Motivation

● Obvious question on what rivers will SWOT be able to “see”

– What are their characteristics?– How many times will they be observed per

orbit cycle?

● What are the expected errors in discharge estimation?

– How far upstream the drainage network can we estimate discharge with reasonable accuracy?

● Availability of global measurements of river discharge, width, depth etc?

Page 3: Global rivers that will be observed by SWOT and their

General approach● Power law relationships for river width and

depth (functions of discharge)● Regional regression of mean annual

discharge with drainage area

Moody and Troutman, 2002

● In-situ discharge measurements and global river dataset are required

● Estimate potential discharge errors from simple stage-discharge relationship

Page 4: Global rivers that will be observed by SWOT and their

Datasets● HYDRO1K

– Topographically derived dataset based on GTOPO30

– Aspect, fow direction/accumulation, stream lines, drainage basins

● GRDC (Global Runof Data Center)– 3,035 stations worldwide– Mean monthly discharges

● HYDROSHEDS– Based on SRTM at 3-arcsec resolution– Hydrologically conditioned dataset

Page 5: Global rivers that will be observed by SWOT and their

Caveats

● Major limitations with existing datasets and power law relationships

● Peak versus mean annual fow● Not looking at temporal variability here● However, we need a consistent approach

as a “frst-cut” for evaluating the potential for SWOT observations

● We need a realistic dataset of river characteristics

Page 6: Global rivers that will be observed by SWOT and their

Algorithm

● Q: discharge● A: drainage

area● W: width● D: depth

● σz: height error

● σQ: discharge error

Page 7: Global rivers that will be observed by SWOT and their

SWOT orbital coverage

● 22-day repeat cycle

● 78-degree inclination

● Australia from HYDROSHEDS, rest from HYDRO1K

Page 8: Global rivers that will be observed by SWOT and their

Global river discharge

Mean annual river discharge (m3/s)

Page 9: Global rivers that will be observed by SWOT and their

Global river width

Derived river width (m)

Page 10: Global rivers that will be observed by SWOT and their

Global river depth

Derived river depth (m)

Page 11: Global rivers that will be observed by SWOT and their

Sanity check for derived characteristics

● Maximum river widths and mean annual discharge

● North America: Q=13600 m3/s, W=845 m● South America: Q=145000 m3/s, W=2740

m● Africa: Q=32000 m3/s, W=1290 m● Asia: Q=17400 m3/s, W=950 m● Europe: Q=19900 m3/s, W=1020 m● Oceania: Q=12450 m3/s, W=800 m

Page 12: Global rivers that will be observed by SWOT and their

What kind of rivers would SWOT see?

1280 km2 2430 km2 5700 km2 21000 km2 5880700 km2

Drainage Area

1

2

3-4

5-9

>10

SWOT Observations

per 22-day orbit cycle

Per

cent

age

of r

iver

s be

long

ing

in b

in

26 m 35 m 53 m 88 m 2740 m

River Width

Page 13: Global rivers that will be observed by SWOT and their

What kind of rivers would SWOT see?

1

Strahler Order

1

2

3-4

5-9

>10

SWOT Observations

per 22-day orbit cycle

Per

cent

age

of r

iver

s be

long

ing

in b

in

2 3 4 5 6

0.00001 0.0004 0.0011 0.0026 0.485

Gradient (Δh/ΔL)

Page 14: Global rivers that will be observed by SWOT and their

Calculating the expected error in river discharge

● We're using a simple stage-discharge relationship

● Need to take into account: i) measurement error and ii) model error (discharge)

QQ

=2 b z

z 2

– Assuming model and measurement errors are independent

Q=azb Q=QQ=∂Q∂ z

zQ

Discharge fractional error

Page 15: Global rivers that will be observed by SWOT and their

Amazon watershed (Branco River)● Small domain in the

Amazon basin

● Example validation of methods

● River width in-situ measurements

Page 16: Global rivers that will be observed by SWOT and their

Amazon watershed maps

● We can evaluate what order streams SWOT will observe (discharge) depending on required accuracy

Dis

char

ge (

m3/s

)

Riv

er w

idth

(m

)

Riv

er d

epth

(m

)M

onth

ly σ

Q/Q

σQ/Q

Page 17: Global rivers that will be observed by SWOT and their

Global river discharge errors

Discharge fractional error σQ/Q

Page 18: Global rivers that will be observed by SWOT and their

Discharge errors with river characteristics

Discharge (m3/s) Width (m)

Strahler OrderDepth (m)

σQ/Q

σQ/Q

N. America

S. America

Africa

Asia

Europe

Oceania

Australia

Page 19: Global rivers that will be observed by SWOT and their

Discharge errors with river characteristics

Discharge (m3/s) Width (m)

Depth (m)

σQ/Q

σQ/Q

N. America

S. America

Africa

Asia

Europe

Oceania

Australia

Page 20: Global rivers that will be observed by SWOT and their

Global river discharge monthly errors● Based on mean Q relationship ft from

gauge measurements

Page 21: Global rivers that will be observed by SWOT and their

Future work

● Swapping HYDRO1K with more accurate HYDROSHEDS dataset

● Improve discharge estimates by using additional in-situ datasets

● Perform analysis regionally on basins where in-situ width, depth etc measurements are available

● Incorporate other models of stage-discharge and other techniques of estimating discharge

Page 22: Global rivers that will be observed by SWOT and their

Questions?