HYDROLOGIC PROCESSES, PARAMETERS, AND CALIBRATION

35
LECTURE #5 HYDROLOGIC PROCESSES, PARAMETERS, AND CALIBRATION

Transcript of HYDROLOGIC PROCESSES, PARAMETERS, AND CALIBRATION

Page 1: HYDROLOGIC PROCESSES, PARAMETERS, AND CALIBRATION

LECTURE #5

HYDROLOGIC PROCESSES, PARAMETERS, AND CALIBRATION

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THE HYDROLOGIC CYCLE

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HYDROLOGY - HYDROLOGIC COMPONENTS

Hydrologic Components:Rainfall or SnowInterceptionDepression storageEvapotranspirationInfiltration Surface storage RunoffInterflowGroundwater flow

adapted from EPA BASINS workshop

Evapotranspiration

Interception

Depressionstorage

Ground surface

Capillaryrise

Precipitation

Infiltration

Soil moisture

Percolation

Groundwaterstorage

Underground flow into or out of the area

Ground water flow

Streamflow

Interflow

Surface runoff

Channel pptn.

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HYDROLOGY - WATER BALANCE

Water balance equation R = P - ET - IG - ΔS

where: P = PrecipitationR = RunoffET = EvapotranspirationIG = Deep/inactive groundwaterΔS = Change in soil storage

Inter-relationships between componentsVariation of components with time

• consideration of soil condition, cover, antecedent conditions, land practices

adapted from EPA BASINS workshop

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STANFORD WATERSHED MODEL

To Stream

Actual ET

Potential ETPrecipitationTemperature

RadiationWind,Dewpoint

Snowmelt

InterceptionStorage

Lower ZoneStorage

GroundwaterStorage

InterflowUpper Zone Storage

Overland Flow

Deep or InactiveGroundwater

CEPSC*

BASETP*AGWETP*

DEEPFR*

LZSN*

INFILT*

INTFW*UZSN*

AGWRC*

IRC*

Delayed Infiltration

DirectInfiltration

NSUR*SLSUR*LSUR*

PERC

1 ET

2 ET

3 ET

4 ET

5 ETLZETP*

* Parameters

Output

Process

Input

Storage

ET - Evapotranspiration

n Order taken tomeet ET demand

Decision

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PWATER STRUCTURE CHART

PWATERSimulate water budget

for pervious land segment

EVAPT

Simulateinterception

ICEPT

Simulateinterflow

INTFLW

Simulateupper zonebehavior

UZONE

Simulate thelower zone

behavior

LZONE

Simulategroundwater

behavior

GWATER

Subsidiaryupper zone subroutine

UZONES

Simulateevapotrans-

piration (ET)

Subsidiaryupper zone subroutine

ETUZS

ET fromlower zone

ETLZON

ET frombaseflow

ETBASE

Evaporate from

interception

EVICEP

ET fromupper zone

ETUZON

ET from active groundwater

ETAGW

Dispose ofmoisture

supply

Distribute the water

available forinfiltration and runoff

Determinesurface runoff

Compute inflow to

upper zone

DIVISN

DISPOS

SURFAC

PROUTEUZINF1/2

Dividemoisture supply

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INTERCEPTION FUNCTION

Precipitation

CEPSC

Throughfall

Evaporation

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INFILTRATION DIAGRAM

line I - (Infiltration capacity)

line II - (Interflow +Infiltration capacity)

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INFILTRATION FUNCTION IN HSPF

% AREA

I = INFILTINFILT * * INFFACINFFAC(LZS /(LZS / LZSNLZSN)) INFEXPINFEXP

IMAX = I * INFILD

IMAXIMAX

PotentialRunoff

Supply Rate

InfiltrationI

0 100500

II

LZS /LZS / LZSNLZSNInfil

tratio

n R

ate

(in/h

r)

II

Inter-flow

II = I * I * INTFWINTFW (2.0** (LZS /(2.0** (LZS / LZSNLZSN))))

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STANFORD WATERSHED MODEL

To Stream

Actual ET

Potential ETPrecipitationTemperature

RadiationWind,Dewpoint

Snowmelt

InterceptionStorage

Lower ZoneStorage

GroundwaterStorage

InterflowUpper Zone Storage

Overland Flow

Deep or InactiveGroundwater

CEPSC*

BASETP*AGWETP*

DEEPFR*

LZSN*

INFILT*

INTFW*UZSN*

AGWRC*

NSUR*SLSUR*LSUR*

IRC*

Delayed Infiltration

DirectInfiltration

PERC

1 ET

2 ET

3 ET

4 ET

5 ETLZETP*

* Parameters

Output

Process

Input

Storage

ET - Evapotranspiration

n Order taken tomeet ET demand

Decision

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UPPER ZONE STORAGE FUNCTION

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SOIL PROFILE DRAINAGE PROCESSES AND FUNCTIONS

LZS / LZS / LZSNLZSN

PERC = 0.1 *PERC = 0.1 * INFILTINFILT * INFFAC ** INFFAC * UZSNUZSN * * UZS UZS -- LZS LZS 33

UZSN LZSNUZSN LZSN

From UZSFrom UZS

To lower zone or groundwaterTo lower zone or groundwater

1.01.0

0.00.0

0.50.5

Frac

tion

to L

ZS

Frac

tion

to L

ZS

0.00.0 1.01.0 2.02.0

To GroundwaterTo Groundwater

To Lower ZoneTo Lower Zone

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STANFORD WATERSHED MODEL

To Stream

Actual ET

Potential ETPrecipitationTemperature

RadiationWind,Dewpoint

Snowmelt

InterceptionStorage

Lower ZoneStorage

GroundwaterStorage

InterflowUpper Zone Storage

Overland Flow

Deep or InactiveGroundwater

CEPSC*

BASETP*AGWETP*

DEEPFR*

LZSN*

INFILT*

INTFW*UZSN*

AGWRC*

NSUR*SLSUR*LSUR*

IRC*

Delayed Infiltration

DirectInfiltration

PERC

1 ET

2 ET

3 ET

4 ET

5 ETLZETP*

* Parameters

Output

Process

Input

Storage

ET - Evapotranspiration

n Order taken tomeet ET demand

Decision

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OVERLAND FLOW FUNCTION

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SUB-SURFACE FLOW FUNCTIONSInterflow

IFWO = K2 * IFWS + K1 * INFLOIFWS = interflow storage at start of time stepINFLO = addition to interflow storage during time-

step

K2 = 1.0 - e-K

K1 = 1.0 - K2/KK = - ln(IRC)dt/24

IRC = Interflow recession parameterBaseflow

AGWO = KGW * AGWS * (1.0 + KVARY * GWVS)

AGWS = active groundwater storageGWVS = antecedent index increased by drainage

to AGWS, decreased 3% each dayKVARY = input parameterKGW = 1.0 - (AGWRC)dt/24

AGWRC = Groundwater recession parameter

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STANFORD WATERSHED MODEL

To Stream

Actual ET

Potential ETPrecipitationTemperature

RadiationWind,Dewpoint

Snowmelt

InterceptionStorage

Lower ZoneStorage

GroundwaterStorage

InterflowUpper Zone Storage

Overland Flow

Deep or InactiveGroundwater

CEPSC*

BASETP*AGWETP*

DEEPFR*

LZSN*

INFILT*

INTFW*UZSN*

AGWRC*

NSUR*SLSUR*LSUR*

IRC*

Delayed Infiltration

DirectInfiltration

PERC

1 ET

2 ET

3 ET

4 ET

5 ETLZETP*

* Parameters

Output

Process

Input

Storage

ET - Evapotranspiration

n Order taken tomeet ET demand

Decision

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EVAPOTRANSPIRATION FUNCTIONSAND HIERARCHY

1st from baseflow (BASETP)

2nd from interception

3rd from UZS @ potential if UZS / UZSN > 2.0; else prorated for effective area

4th from active groundwater (AGWETP)

5th from LZS

% AREA Less Than% AREA Less Than

inch

/ D

Tin

ch /

DT

100%100%

ET Potential

Actual ETActual ET

0%0% 50%50%

ET Opportunity MAX

0.25 0.25 LZS LZS DT_DT_1 1 -- LZETPLZETP LZSNLZSN 2424* *MAX =

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STANFORD WATERSHED MODEL

To Stream

Actual ET

Potential ETPrecipitationTemperature

RadiationWind,Dewpoint

Snowmelt

InterceptionStorage

Lower ZoneStorage

GroundwaterStorage

InterflowUpper Zone Storage

Overland Flow

Deep or InactiveGroundwater

CEPSC*

BASETP*AGWETP*

DEEPFR*

LZSN*

INFILT*

INTFW*UZSN*

AGWRC*

NSUR*SLSUR*LSUR*

IRC*

Delayed Infiltration

DirectInfiltration

PERC

1 ET

2 ET

3 ET

4 ET

5 ETLZETP*

* Parameters

Output

Process

Input

Storage

ET - Evapotranspiration

n Order taken tomeet ET demand

Decision

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PWATER PARAMETERS: PWAT-PARM2

FOREST - Fraction of the PLS covered by forest

LZSN - Lower zone nominal soil moisture storage

INFILT - Index to the infiltration capacity of the soil

LSUR - Length of the assumed overland flow plane

SLSUR - Slope of the assumed overland flow plane

KVARY - Variable groundwater recession parameter

AGWRC - Basic groundwater recession rate(when KVARY is zero)

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PWATER PARAMETERS: PWAT-PARM3

PETMAX - Air temperature below which ET will be reduced below theinput value (used when CSNOFG = 1)

PETMIN - Air temperature below which ET will be zero regardless ofthe input value (used when CSNOFG = 1)

INFEXP - Exponent in the infiltration equationINFILD - Ratio between the max and mean infiltration capacities over

the PLSDEEPFR - Fraction of groundwater inflow which will enter deep

(inactive) groundwaterBASETP - Fraction of remaining potential ET which can be satisfied

from baseflow

AGWETP - Fraction of remaining potential ET which can be satisfied from active groundwater storage

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PWATER PARAMETERS: PWAT-PARM4

CEPSC - Interception storage capacity

UZSN - Upper zone nominal soil moisture storage

NSUR - Manning’s N for the assumed overland flow plane

INTFW - Interflow inflow parameter

IRC - Interflow recession parameter, i.e., the ratio of interflow

outflow rate today / rate yesterday

LZETP - Lower zone ET parameter; an index to the density of

deep-rooted vegetation

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• Models are approximations of reality; they can not precisely represent natural systems

• There is no single, accepted statistic or test that determines whether or not a model is valid

• Both graphical comparisons and statistical tests are required in model calibration and validation

• Models cannot be expected to be more accurate than the errors (confidence intervals) in the input and observed data

• A ‘weight-of-evidence’ approach is becoming the preferred practice for model calibration and validation

CALIBRATION ISSUES

‘Basic Truths’ in modeling natural systems

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• Mean runoff volume for simulation period (inches)

• Annual and monthly runoff volume (inches)

• Daily flow timeseries (cfs)– observed and simulated daily flow– scatter plots

• Flow frequency (flow duration) curves (cfs)

• Storm hydrographs, hourly or less, (cfs)

CALIBRATION/VALIDATION COMPARISONS

“Weight-of-Evidence” Approach

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• Precipitation• Total Runoff (sum of following components)

– Overland flow– Interflow– Baseflow

• Total Actual Evapotranspiration (ET) (sum of following components)– Interception ET– Upper Zone ET– Lower Zone ET– Baseflow ET– Active Groundwater ET

• Deep Groundwater Recharge/Losses

CALIBRATION/VALIDATION COMPARISONS

Water Balance Components

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Graphical Comparisons:• Timeseries plots of observed and simulated values for fluxes (e.g.,

flow) or state variables (e.g., stage, sediment concentration, biomass concentration)

• Observed and simulated scatter plots, with 45o linear regression line displayed, for fluxes or state variables

• Cumulative frequency distributions of observed and simulated fluxes or state variable (e.g., flow duration curves)

Statistical Tests:• Error statistics, e.g., mean error, absolute mean error, relative error,

relative bias, standard error of estimate, etc.• Correlation tests, e.g., correlation coefficient, coefficient of model-

fit efficiency, etc.• Cumulative Distribution tests, e.g., Kolmogorov-Smirnov (KS) test

CALIBRATION/VALIDATION COMPARISONS

Graphical/Statistical Procedures & Tests

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R & R2 VALUE RANGES FOR MODEL PERFORMANCE

Criteria

0.6 0.7 0.8 0.9Poor Fair Good Very Good

Poor Fair Good Very Good

0.75 0.80 0.85 0.90 0.95R2

Daily FlowsMonthly Flows

R

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HYDROLOGIC (PWATER) CALIBRATION

• Annual Water Balance -Runoff = Prec. - Actual ET - Deep Perc. - Δ Storage

Key Parameters: Repre. Precipitation (MFACT)LZSNLZETPINFILTDEEPFR

• Groundwater (Baseflow) Volume and Recession -Runoff = Surface Runoff + Interflow + BaseflowKey Parameters: INFILT

AGWRC/KVARYDEEPFRBASETP/AGWETP

• Surface Runoff + Interflow (Hydrograph Shape) -Key Parameters: UZSN

INTFWIRCLSUR, NSUR, SLSUR

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COMPONENTS OF HYDROGRAPH

Surface runoff -overland flow

Interflow - flow through surficial layers of soil

Bas

eflo

wR

unof

fIn

terf

low

Baseflow -groundwater seepage from springs and aquifers directly to the stream channel

adapted from EPA BASINS workshop

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HYDROGRAPH SENSITIVITY TO INFILT

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HYDROGRAPH SENSITIVITY TO INTFW

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HSPF PWATER PARAMETERS ANDTYPICAL/POSSIBLE VALUE RANGES (#1)

RANGE OF VALUES

NAME DEFINITION UNITS TYPICAL POSSIBLE FUNCTION OF...

COMMENT

MIN MAX MIN MAX

PWAT - PARM2

FOREST Fraction forest cover none 0.0 0.50 0.0 0.95 Forest cover Only impact when Snow is active

LZSN Lower Zone NominalSoil Moisture Storage

inches 3.0 8.0 2.0 15.0 Soils, climate Calibration

INFILT Index to InfiltrationCapacity

in/hr 0.01 0.25 0.001 0.50 Soils, land use Calibration, divides surface andsubsurface flow

LSUR Length of overland f low feet 200 500 100 700 Topography Estimate from maps or GIS

SLSUR Slope of overland flowplane

none 0.01 0.15 0.001 0.30 Topography Estimate from maps or GIS

KVARY Variable groundwaterrecession

none 1.0 3.0 1.0 5.0 Baseflowrecessionvariation

Used when recession rate varieswith GW levels

AGWRC Base groundwaterrecession

none 0.92 0.99 0.85 0.999 Baseflowrecession

Calibration

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HSPF PWATER PARAMETERS ANDTYPICAL/POSSIBLE VALUE RANGES (#2)

RANGE OF VALUES

NAME DEFINITION UNITS TYPICAL POSSIBLE FUNCTION OF...

COMMENT

MIN MAX MIN MAX

PWAT - PARM3

PETMAX Temp below which ET isreduced

deg. F 35.0 45.0 32.0 48.0 Climate Reduces ET near freezing

PETMIN Temp below which ET isset to zero

deg. F 30.0 35.0 30.0 40.0 Climate Reduces ET near freezing

INFEXP Exponent in infiltrationequation

none 2.0 2.0 1.0 3.0 Soils variability Usually default to 2.0

INFILD Ratio of max/meaninfiltration capacities

none 2.0 2.0 1.0 3.0 Soils variability Usually default to 2.0

DEEPFR Fraction of GW inflow todeep recharge

none 0.0 0.20 0.0 0.50 Geology, GWrecharge

Accounts for subsurface losses

BASETP Fraction of remaining ETfrom baseflow

none 0.0 0.05 0.0 0.20 Riparianvegetation

Direct ET from riparianvegetation

AGWETP Fraction of remaining ETfrom active GW

none 0.0 0.05 0.0 0.20 Marsh/wetlandsextent

Direct ET from shallow GW

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HSPF PWATER PARAMETERS ANDTYPICAL/POSSIBLE VALUE RANGES (#3)

RANGE OF VALUES

NAME DEFINITION UNITS TYPICAL POSSIBLE FUNCTION OF...

COMMENT

MIN MAX MIN MAX

PWAT - PARM4

CEPSC Interception storagecapacity

inches 0.03 0.20 0.01 0.40 Vegetationtype/density, landuse

Monthly values usually used

NSUR Mannings’ n (roughness)for overland flow

none 0.15 0.35 0.10 0.50 Surfaceconditions,residue, etc.

Monthly values often used forcroplands

UZSN Upper zone nominal soilmoisture storage

inches 0.10 1.0 0.05 2.0 Surface soilconditions, landuse

Accounts for near surfaceretention

INTFW Interflow inflow parameter none 1.0 3.0 1.0 10.0 Soils,topography, landuse

Calibration, based onhydrograph separation

IRC Interflow recessionparameter

none 0.5 0.7 0.3 0.85 Soils,topography, landuse

Often start with a value of 0.7,and then adjust

LZETP Lower zone ET parameter none 0.2 0.7 0.1 0.9 Vegetationtype/density, rootdepth

Calibration

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IWATER STRUCTURE CHART

RETN EVRETNIROUTE

IWATER

Simulate water budgetfor imperviousland segment

Simulate moistureretention

Determine howmuch of themoisture supplyruns off

Evaporate fromretention storage

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IWATER CALIBRATION

Imperviousarea process

IWATERparameter

Interception RETSC

Overland flow LSUR, NSUR, SLSUR

Evaporation (no parameter, occurs at PET)