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InVEST freshwater models

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Page 1: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

InVEST freshwater models

Page 2: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Fisheries

Aquaculture

Coastal Protection

Recreation

Wave Energy

Habitat Risk Asst

Aesthetic Quality

Water Quality

Water purificationSediment retention

Crop pollination

Hydropower

Irrigation waterNTFP

Flood control

Commercial timber

BiodiversityCarbon sequ’n

Agricultural prod’n

Coastal / marineTerrestrial / freshwater

Page 3: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Invest 2.2.2Hydropower Production model

Yonas Ghile, Stacie Wolny and Nirmal Bhagabati

Page 4: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Water Yield for

Irrigation

Drinking Water

Hydropower

Pollution Dilution

Water Yield

Page 5: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Questions

How much water is available?

Where does the water used for

hydropower production come from?

How much energy does it produce?

How much is it worth?We have often used just the water yield part of the model,

without linking it to hydropower

Page 6: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Informing Policy Makers

Focus protection on areas that contribute the most.

Design management practices that lead to minimal loss.

Identify places where other economic activities will conflict

with water yield for hydropower production or other uses.

How much hydropower will we gain or lose under future

management or conservation plans?

Create payment programs to get most return on investment

(with Tier 2 model).

Again, can be used to assess water yield for non-hydropower uses as

well

This model does NOT assess impacts of hydropower facilities

Page 7: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Model Architecture

Water Scarcity Model

Consumptive Use Net

VolumeHydropower

and Valuation Model

Dam Height

Price

EnergyEnergy Value

TurbineEff.

E(t) P(t)

Q(t)

Water Yield

Model

Land Use Soils

Climate

Water YieldEvapo-

transpiration

Page 8: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Precipitation

Rain

Snow

Fog

Inflow

Contributing Pixel

ETo

WATER YIELD

Page 9: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Precipitation

Rain

Snow

Fog

Inflow

Transpiration

WATER YIELD

Page 10: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Precipitation

Rain

Snow

Fog

Inflow

Transpiration

Roo

t dep

th

Water Availability

Leaf type

SeasonalityPlant type

WATER YIELD

Page 11: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Precipitation

Rain

Snow

Fog

Inflow

Transpiration

Roo

t dep

th

Water Availability

Leaf type

SeasonalityPlant type

Evaporation

WATER YIELD

Page 12: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Precipitation

Rain

Snow

Fog

Inflow

Transpiration

Roo

t dep

th

Water Availability

Leaf type

SeasonalityPlant type

Evaporation

annual average water yield per pixel

Yjx

WATER YIELD

Page 13: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

• Water Yield is the water depth (volume) that is NOT Evapotranspired.

• It is the sum of Surface flow, subsurface flow and groundwater flow.

WATER YIELD

Page 14: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

• Water yield by itself not an ecosystem service, but becomes a service where there is demand for it, e.g., for hydropower generation, municipal consumption, irrigation etc.

Page 15: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

• Rainfall,

• Evaporation,

• Land Use and Land Cover,

• Soil,

• Water Consumption

• Temporal dynamics

•Reservoir Design.

Factors Affecting Hydropower?

Page 16: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

• Rainfall,

• Evaporation,WATER YIELD

• Land Use and Land Cover,

• Soil,

• Water Consumption

• Time,

•Reservoir Design.

Factors Affecting Hydropower?

Page 17: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

• Rainfall,

• Evaporation,WATER YIELD

• Land Use and Land Cover,

• Soil,

• Water ConsumptionConsumptive Use

• Temporal dynamics

•Reservoir Design.

Factors Affecting Hydropower?

Page 18: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Model Inputs

Land Use/Land CoverRoot depth, evapotranspiration coefficient

ClimatePrecipitation, PET

SoilsSoil depth, PAWC

WatershedsMain and sub-watersheds for point of interest

EconomicHydropower plant data, price of energy$$

Water demand

Page 19: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

MAIN DATA INPUTS

• Rainfall

• Potential Evapotranspiration

• Soil: depth and Fraction of Available Water Content

• Land Use Land Cover: Crop Coefficients, Root Depth

• Consumptive water use by farms, towns etc

• Reservoir: Effective Head, Life time, Turbine efficiency, fraction, price of electric power, maintenance costs etc

Page 20: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Irrigation

Urban Consumption

Irrigation

Consumptive Use

Urban Consumption

Page 21: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Irrigation

Urban Consumption

Irrigation

Consumptive Use

Urban Consumption

water yield available for hydropower production

Vin = Y - ud

Page 22: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification
Page 23: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

$####.##

Valuation

Page 24: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Model Strengths

Uses readily available and minimum data.

Simple, applicable and generalizable

Spatially explicit

Link the biophysical functions to economic values

Values each parcel on the landscape

Page 25: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Model Limitations

Neglects extremes and seasonal variation of water yield

Neglects surface-deep groundwater interactions

Assumes hydropower production and pricing remain constant

Page 26: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Calibration and Validation

Sensitivity Analysis to identify most sensitive parameters

Model Calibration using long term average actual data

Find land use parameters within acceptable ranges

Model parameter (Zhang constant)

Validate Model by conducting comparisons with observed data or

other model output

Page 27: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Model Outputs

Actual Evapotranspiration Per sub-watershed

Water yield Per sub-watershed

Energy/value for hydropower Per sub-watershed

Water supply Per sub-watershed Used in valuation

Page 28: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Testing and validation

Page 29: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

InVEST vs SWAT

Comparison of SWAT and InVESTAverage annual water yield (mm)

TULUASWAT InVEST % difference

Baseline 805.98 804.28 0.21%No conservation 816.04 765.98 6.13%Conservation 805.54 768.87 4.55%

FRAILESWAT InVEST % difference

Baseline 301.23 379.19 -25.88%No conservation 319.77 335.54 -4.93%Conservation 300.55 362.60 -20.65%

Page 30: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Hainan Island China

R² = 0.97

Page 31: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Central Sumatra, Indonesia: Water yield in 2008, and percent change under two scenarios

(a) Water yield in 2008 (b) Percent change in water yield from 2008 to Vision

(c) Percent change in water yield from 2008 to plan

Page 32: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

And Many Other Sites

China

Tanzania

West Coast

Hawai’i

Amazon Basin

Mexico Colombia

Ecuador Indonesia

VirungasBelize

East Coast

Page 33: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Coming up in InVEST

Regionalizing the Zhang constant

Automating calibration technique

Monthly model

Groundwater recharge index

Tier 2 water yield model

Irr(t)

E(t)

If(t)

P(t)I(t)

Sm(t)

Bf(t)

Qf(t)

S(t)

Page 34: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Point to discuss

• Where to get data?

• Getting relevant expert input – consult hydrologists / water resource experts

• How to do valuation? – Is InVEST valuation model appropriate?– If not, how to value? (e.g., municipal

supply, irrigation)• Validation and ground-truthing of

model outputs

Page 35: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Hands-on Session

Run the water yield model

Page 36: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Hands-on Session

Run the water scarcity model

Page 37: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Hands-on Session

Run the hydropower and valuation model

Page 38: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Hands-on Session

Think how you would use the Water Yield Model in your work?

Page 39: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification
Page 40: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Water Yield

Precipitation

Rain

Snow

Fog

Inflow

TranspirationR

oot d

epth

Water Availability

Leaf type

SeasonalityPlant type

Evaporation

annual average water yield per pixel

Yjx

Page 41: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

How Does it Work?

Water Yield is the water depth (volume) that is NOT Evapotranspired: WY = P – AET

It is the sum of Surface flow, subsurface flow and groundwater flow: WY = SR + SubSR + GW

Model: WY = P * (1 – AET / P )

xjxjx

xjx

x

xj

RR

R

P

AET1

1

1

x

xx P

AWCZhang

x

xxj P

ETokcR

E(t) P(t)

Q(t)

Page 42: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Energy Calculation

pd = d.qd.g.hd

water densitygravity constant

outflow ratehead

outflow

=0.00272

Page 43: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Valuation

Total Value of the Hydropower:

The Sub-basin’s Hydropower production Value:

1

0 1

1T

ttdded

rTCpNPVH

=

Page 44: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

Data Requirements

Inputs Process Outputs

Page 45: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

•Focus protection on areas that contribute the most.

•Design management practices that lead to minimal loss.

•Create payment programs to get most return on investment.

•Identify places where other economic activities will conflict with hydropower production.

•Who provides this service?

•How much hydropower will we gain or lose under future management or conservation plans?

Hydropower Production

Page 46: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

UPYRB Example

Page 47: InVEST freshwater models. Fisheries Aquaculture Coastal Protection Recreation Wave Energy Habitat Risk Asst Aesthetic Quality Water Quality Water purification

MAIN DATA INPUTS• Rainfall

• Potential Evapotranspiration

• Soil: depth and Fraction of Available Water Content

• Land Use Land Cover: Crop Coefficients, Root Depth

• Consumptive water use by farms, towns etc

• Reservoir: Effective Head, Life time, Turbine efficiency, fraction, price of electric power, maintenance costs etc