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A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA....

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John Pomeroy & Kevin Shook Centre for Hydrology University of Saskatchewan, Saskatoon A Proposed Prairie Water Supply Index for Drought
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Page 1: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

John Pomeroy & Kevin Shook

Centre for Hydrology

University of Saskatchewan, Saskatoon

A Proposed Prairie Water Supply Index

for Drought

Page 2: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

Purpose of the Surface Water Supply Index (SWSI)

Original purpose: “... be an indicator of basinwide water availability …, be predictive, and permit comparison of water supply conditions between basins …” (Shafer and Dezman, 1982)

Used where Palmer Drought Index does not adequately reflect conditions in snow-dominated regions

Courtesy David Garen, NRCS, USDA

Page 3: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

History of Surface Water Supply Index

Originally developed in early 1980s in Colorado

Original formulation, with variations, also adopted by Montana and Oregon

Procedure reviewed by NRCS in cooperation with Colorado Climate Center in early 1990s

Revised formulation based on water supply forecasts published in 1993

New formulation, with variations, adopted by Idaho, New Mexico, Montana, and Colorado

Recent interest in expanding this index to Canada

Courtesy David Garen, NRCS, USDA

Page 4: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

Original SWSI Formulation

Rescaled weighted sum of individual component non-exceedance probabilities

Ranges from -4.2 to +4.2

Weights determined subjectively or from normalizing procedure but not optimized to predict a certain variable

12

50resvstrmprecsnow dPcPbPaPSWSI

Courtesy David Garen, NRCS, USDA

Page 5: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

Revised Formulation

Single probability of summed expected streamflow and current reservoir storage

Component weightings are done within the streamflow forecast

Streamflow outlook switches at beginning of water year

12

50resvfcstPSWSI

Courtesy David Garen, NRCS, USDA

Page 6: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

Advantages of Adopting SWSI to

the Prairies

Snowmelt is the primary source of surface runoff

in the Canadian Prairies and provides most local

streamflow and replenishment of wetlands, local

reservoirs and lakes.

An index for local surface water supply is

attractive due to the lack of usable groundwater

and distance from most farms to “exotic” water

supplies from the mountain-fed Saskatchewan

River system.

Page 7: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

Problems with Adapting SWSI to

the Prairies

Mountains are not the source of runoff for most

prairie streams (except Saskatchewan River

system)

Lack of reservoirs over many basins

Lack of streamflow forecasts for many basins

Dependence of runoff on frozen soil moisture as

well as snowmelt

Dependence of contributing area and streamflow

generation on wetland/slough storage capacity

Page 8: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

Prairie Runoff Generation

Snow Redistribution to Channels

Spring melt and runoff

Water Storage in Wetlands

Dry non-contributing areas to runoff

Page 9: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

Prairie Streamflow fed by Snowmelt

0

5

10

15

20

25

01-J

an

31-J

an

02-M

ar

01-A

pr

01-M

ay

31-M

ay

30-J

un

30-J

ul

29-A

ug

28-S

ep

28-O

ct

27-N

ov

27-D

ec

Str

eam

flo

w m

3 p

er

seco

nd

Average 1975-2006

1995 High Year

2000 Low Year

Smith Creek, Saskatchewan

Drainage area ~ 450 km2

No baseflow from groundwater

Hydrological drought can be viewed as the absence of snowmelt……

Page 10: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

Proposed Prairie Water Supply Index

Snow accumulation (SWE) less storage in

frozen soils via infiltration (INF) and in

ponds via local runoff (PondStorage) gives

winter inputs to spring water supply.

Spring and summer precipitation (forecast)

gives spring additions to water supply

Use exceedence fraction for first term and

seasonal forecast for second term.

c

PRECIPbPePondStoragINFSWEaPPWSI

)()(

Page 11: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

Estimation of Terms

SWE – from Cold Regions Hydrological Model and station data or from snow surveys orgamma airborne maps, or from MSC Passive Microwave maps

INF – from soil texture maps and fall soil moisture estimates or from Cold Regions Hydrological Model and station data

PondStorage – pond area from Radarsat or MODIS. Volume-area scaling from new GIS technique (Fang et al. 2010). Or from CRHM

Precip – from seasonal forecast or 15 day ensemble forecasts.

Page 12: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

Estimate Terms using Hydrological

Model over Virtual BasinContinuous model simulations using CRHM

– Each location over 46 year period (1960-2005/06)

– blowing snow transport,

– sublimation,

– Spring SWE,

– Infiltration into frozen and unfrozen soils;

– ET is calculated by the Penman-Monteith (1965,1981) method

– soil moisture accounting and runoff to estimate actual evaporation

during snow free period

Virtual basin: typical land surface and ponds

Meteorological forcing

– Hourly: T, RH, Wind speed, Rainfall (Env. Canada); Qsi to drive net

radiation estimates (Shook and Pomeroy)

– Daily: snowfall (Env. Canada)

Page 13: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

CRHM model of small prairie

wetland basinSmall wetland complex CRHM model

HRU 1 is cropped

HRUs 2-21 are sloughs

1

4

2

3

HRU 1

HRU 2

HRU 3

HRU n

HRU 21

Page 14: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

Soil Attributes: Texture

Determination of soil texture at any given polygon

– Weighted average; % sand, silt, and clay of each soil layer in

profile for every soil component located in the polygon

– Typically: 1 m profile depth, 3-5 soil layers, 2 or more

components

Polygons: Soil Landscapes

of Canada 3.1.1 (2007)

Agriculture and Agri-Food

Canada

- Digital database of

compiled soil survey maps

at 1:1 million

Page 15: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

SWE on Grass, Pre-drought

Page 16: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

SWE on Grass, Drought

Page 17: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

Lethbridgedrought

Brandonno drought

Empty Full

Pond Storage Variation

Page 18: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

Precipitation Probability

Page 19: A Proposed Prairie Water Supply Index for Drought · resv 50 SWSI Courtesy David Garen, NRCS, USDA. Revised Formulation ... during snow free period Virtual basin: typical land surface

Conclusions

PWSI makes physical sense for the Prairies.

PWSI can be estimated from data assimilation models or surface observations or remote sensing.

It also needs probabilistic precipitation forecasts

This proposed index needs trial calculations, and calibration to provide an easy to understand index that can be used to trigger drought responses for management of surface water supplies in the Prairies.


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