Modelling,€GIS€and remote€sensing - PEER · Modelling,€GIS€and remote€sensing...
Transcript of Modelling,€GIS€and remote€sensing - PEER · Modelling,€GIS€and remote€sensing...
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© University of Reading 2008
Modelling, GIS andremote sensingPart 1 –Integrated catchment modelling05 November 2008Andrew Wade ([email protected])Department of GeographyThe University of Reading, UK
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Introduction
• Principles– Issues and complexity– Water resource management– Modelling approach
• Examples– INCAN– Inclusion of remote sensing data– Farming– Effluent– Climate change
• Limitations of models
• Summary
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3
Why model?• Barnsley 2008, Environmental Modelling, Chapter 1• Building a welldesigned model forces one to examine
the– Component elements of an environmental system– Processes and structures that govern the relationships and
interactions between them– Spatial and temporal scales over which the processes and
structures operate
• Scenario analysis for management
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DefinitionsSpatial Scale
– Plot: 1 m2
– Smallscale, research: 10 km2
– Mesoscale: 100 km2
– Largescale: 5 000 km2
– Regionalscale: 20 000 km2
– Nationalscale: 250 000 km2
(UK based definitions)
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Loch Muick, Aberdeenshire
Little Ouse, Norfolk
Nitrogen Issues
Steinkreuz, southern GermanyHaygarth PM, Jarvis, SC. 2002.
Neal et al. 2005
Neal et al. 2003
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River Dee, Aberdeenshire
Variability
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Newson MD. 1997.
Land, Water and Development:River basin systems and theirsustainable management
Routledge, 2nd Edition, pp 351
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Scale Problem
point
1 m
10100 km
National
Equifinality
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N Models: Upland• MAGIC and MERLINAdvantages
– Acidification– Dynamic– Process representation
Disadvantages– High data requirements– Upland systems– MAGIC has simplistic N component
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N models: Agricultural• SUNDIALAdvantages
– Dynamic– Simulate hydrological and chemical processes
Disadvantages– High data requirements– Field scale only
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N Models: Empirical• Export Coefficient
Advantages– Low computational requirement– Easy to apply at different spatial scales
Disadvantages– No hydrological or chemical process representation
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N models: Instream• QUASARAdvantages
– Dynamic– Instream processes and pollutant routing
Disadvantages– Instream only
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What is INCA?• Integrated Catchment model
• N dynamics in complex river systems– Terrestrial
– Instream
• Point and diffuse
• Processbased, mass balance
• Daily
• Simulates NO3, NH4
Wade AJ, Durand P et al. 2002.
Whitehead et al. 1998
INCA screen shot
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GIS Database
INCA
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How does the model work?
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Land Cell: Hydrological Model
QuickSoil
Groundwater
Quickflow
Throughflow
Groundwater flow
P AET
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NO3
Groundwater Zone
NH4
Urban wasteto River
NitrogenFixation
Ammonium +Nitrate deposition
Ammonium +Nitrate fertiliser
NO3 NH4
nitrification
Organic N
Netmineralisation
NitrateAddition
Plantuptake
AmmoniumAddition
Plantuptake
Reactive Soil Zone
denitrification
Leachingto river
Leachingto river
NO3
Groundwater Zone
NH4
Urban wasteto River
NitrogenFixation
Ammonium +Nitrate deposition
Ammonium +Nitrate fertiliser
Urban wasteto River
NitrogenFixation
Ammonium +Nitrate deposition
Ammonium +Nitrate fertiliser
NO3 NH4
nitrification
Organic N
Netmineralisation
NitrateAddition
Plantuptake
AmmoniumAddition
Plantuptake
Reactive Soil Zone
denitrification
Leachingto river
Leachingto river
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Land Cell: Hydrological Model
QuickSoil
Groundwater
Quick flow,qquick
Throughflow,
(1 )qsoil
Groundwaterflow, qgw
qsoil
qsoil
quick
quicksoilquick
RTqq
dtdq −
=α
soil
soileffsoil
RTqp
dtdq −
=
gw
gwsoilgw
RTqq
dtdq −
=β
P AET
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NO3
Groundwater Zone
NH4
Urban wasteto River
NitrogenFixation
Ammonium +Nitrate deposition
Ammonium +Nitrate fertiliser
NO3 NH4
nitrification
Organic N
Netmineralisation
NitrateAddition
Plantuptake
AmmoniumAddition
Plantuptake
Reactive Soil Zone
denitrification
Leachingto river
Leachingto river
NO3
Groundwater Zone
NH4
Urban wasteto River
NitrogenFixation
Ammonium +Nitrate deposition
Ammonium +Nitrate fertiliser
Urban wasteto River
NitrogenFixation
Ammonium +Nitrate deposition
Ammonium +Nitrate fertiliser
NO3 NH4
nitrification
Organic N
Netmineralisation
NitrateAddition
Plantuptake
AmmoniumAddition
Plantuptake
Reactive Soil Zone
denitrification
Leachingto river
Leachingto river
100.103104
103864003.
100.3
26
116
14
6213
CVolNOSC
VolNHSC
VolNO
SSCVol
NOqInput
dtdNO soilsoilsoilsoil
+−+
−−=
OutputPlantUptake
nitrification denitrificationNonbiologicalfixation
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Temperature dependencies
Rate coefficients are temperature dependent
where θs = soil temperature
where θa = air temperatureC16 is the maximum temperature difference between winter and summer
(Green and Harding, 1979)
)20(047.1 −= θnn CC
−=
365.
23sin16
daynoCas πθθ
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reach
instreamininstream
RTqq
dtdq −
=
86400breach
reach aqLRT =
VolqNHC
VolqNO
CVolNOq
Inputdt
dNO
instreaminstream
instreaminstream
ireach
instreaminstreamstream
instream
864004
864003864003.3
10
11
+
−−=
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Upper Kennet Catchment
River Kennet at Mildenhall
Lambourn
Sewage Treatment Works
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Atmospheric N Deposition Model
MATADORN (National Power plc)+
Deposition Velocities (David Fowler, ITE)+
Land Use=
Atmospheric N Deposition
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Kg ha1 yr1
0.2 4.34.4 8.48.4 12.412.4 16.516.5 20.620.6 24.824.8 28.728.7 32.8
Total Nitrogen Deposition
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Calibration
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Shaw
Boxford
East Shefford
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Demo
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Advantages and disadvantages ofthe INCAN approach
Advantages• Processbased, dynamic, spatialvariability• Catchmentscale, range of issues• Terrestrial and instream• Data readily available• Userinterface• Reach and landuse based output• Quick to run• Links to aquatic biology (INCAP)• Europeanwide use by research groups• Common structure for variants (Sed, N, P, C, Hg, Mine)
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Disadvantages• Pointsources on tributaries• Fullydistributed routing• Relatively data intensive• GIS and modelling skills• Equifinality
Advantages and disadvantages ofthe INCAN approach
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Summary• Range of nutrients (nitrogen) issues• Complexity of catchments• Need for integrated modelling• Example of INCAN• Demo• Scenarios
Next Uncertainty• What makes uncertainty?• How can remote sensing and GIS
help?