Whyte - Littoral 2010 (Education Centre)

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    Callum Whyte*, Fiona Culhane*, Teresa Fernandes*,

    Paul Tett*, Branka Valcic+, Tavis Potts+

    SSA07SSA07 -- The Clyde Sea: A ModellersThe Clyde Sea: A Modellers

    PerspectivePerspective

    *Edinburgh Napier University, + Scottish Association for Marine Science

    Callum WhyteCallum Whyte

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    IntroductionIntroduction

    Coastal ZoneCoastal Zone

    Issues oftenIssues often

    include a highinclude a high

    degree of socialdegree of socialcomplexitycomplexity

    ConflictConflict

    resolutionresolutionConsensusConsensus

    BuildingBuilding

    No rightNo right

    or wrongor wrong

    answeranswer

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    Clyde SeaClyde Sea

    Cork HarbourCork HarbourOder estuaryOder estuary

    HimmerfjardenHimmerfjarden

    LimfjordenLimfjorden

    SonderledSonderled

    Gulf of RigaGulf of Riga

    Gulf of GdanskGulf of GdanskVenice LagoonVenice Lagoon

    ThermaikosThermaikos GulfGulf

    Guadiana EstuaryGuadiana Estuary

    PertuisPertuis CharentaisCharentais

    Scheldt DeltaScheldt DeltaThauThau LagoonLagoon

    TarantaTaranta MareMare PiccaloPiccalo

    Barcelona CoastBarcelona Coast

    IzmitIzmit BayBay

    Danube DeltaDanube Delta

    SPICOSAStudy SitesSPICOSAStudy Sites

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    Clyde SeaClyde Sea

    Cork HarbourCork HarbourOder estuaryOder estuary

    HimmerfjardenHimmerfjarden

    LimfjordenLimfjorden

    SonderledSonderled

    Gulf of RigaGulf of Riga

    Gulf of GdanskGulf of GdanskVenice LagoonVenice Lagoon

    ThermaikosThermaikos GulfGulf

    Guadiana EstuaryGuadiana Estuary

    PertuisPertuis CharentaisCharentais

    Scheldt DeltaScheldt DeltaThauThau LagoonLagoon

    TarantaTaranta MareMare PiccaloPiccalo

    Barcelona CoastBarcelona Coast

    IzmitIzmit BayBay

    Danube DeltaDanube Delta

    SPICOSAStudy SitesSPICOSAStudy Sites

    Loch FyneLoch FyneFirth of ClydeFirth of Clyde

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    Firth of Clyde Study SiteFirth of Clyde Study Site

    Courtesy tfiDonnie@Flikr

    Courtesy Andy Brockhurst @Flikr

    Loch Fyne

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    Study SitesStudy Sites

    Loch Fyne

    Loch Creran

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    SocietalSocietal

    LearningLearning ChangeChange

    inin

    PolicyPolicy

    ChangeChange

    in H manin H mancti itiecti itie

    Change inChange in

    U erU er

    Relation hipRelation hip

    Change inChange inP blicP blic

    warenewarene

    Change inChange in

    Eco y temEco y tem

    InstitutionalChange ESE Assessment

    TheThe Spico aSpico a LoopLoop

    ESEEconomyEconomyEn ironmentEn ironment

    SocietySociety

    ESE pproachESE pproach

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    Policy issuePolicy issue

    The Scottish Government proposed aThe Scottish Government proposed a

    50%50% -- 100% increase in leisure boating100% increase in leisure boating

    and step ashore sites in the Firth of Clydeand step ashore sites in the Firth of Clyde

    Accompanied by an increase inAccompanied by an increase in

    aquacultureaquaculture

    Photo courtesy:

    arcadeus_ex's

    @ Flikr

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    Focus GroupFocus GroupStakeholdersStakeholders

    Firth of Clyde Scottish sustainable MarineFirth of Clyde Scottish sustainable Marine

    Environment InitiativeEnvironment Initiative

    Argyll and Bute CouncilArgyll and Bute Council

    Scottish Environment Protection AgencyScottish Environment Protection Agency

    The Clyde forumThe Clyde forum

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    Conceptual modelsConceptual models

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    Conceptual modelsConceptual models

    BoundaryBoundary

    conditionsconditions

    SeaSea

    NutrientsNutrients

    ChlorophyllChlorophyll

    concentrationconcentration

    FreshwaterFreshwater

    inflow: rivers,inflow: rivers,runoffrunoff

    LightLight

    MarinaMarina

    No of YachtsNo of YachtsGenerates revenueGenerates revenue

    Places pressure onPlaces pressure on

    environmentenvironment

    Phytoplankton in lochPhytoplankton in loch

    If concentrations of antiIf concentrations of anti--foulantsfoulants exceed safeexceed safe

    threshold growth will bethreshold growth will be

    impededimpeded

    AntiAnti--

    foulantsfoulants

    Mussel FarMussel FarReduction in foodReduction in food

    may have amay have a

    negative impact onnegative impact on

    mussel growthmussel growth

    Marina EconomicMarina Economic

    ModelModel

    Mussel farmMussel farm

    Economic ModelEconomic Model

    Lack ofLack of

    foodfood

    EconomyEconomy

    ExchangeExchange

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    Conceptual modelsConceptual models

    BoundaryBoundary

    ConditionsConditions

    NutrientNutrient

    concentrationconcentration

    in seain sea

    ChlorophyllChlorophyll

    concentrationconcentration

    LochLochNutrient concentrationNutrient concentration

    Chlorophyll concentrationChlorophyll concentration

    VolumeVolume

    Inputs:Inputs: RiversRivers

    Runoff, etcRunoff, etc

    LossesLosses: Grazing,: Grazing,

    Sinking,Sinking, LysisLysis

    ExchangeExchange

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    Mathematical modelsMathematical models

    ExtendSim7ExtendSim7 Imagine that! Inc.Imagine that! Inc.

    Tidal exchange ModelTidal exchange Model

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    HorrendogramsHorrendograms

    Conceptual ModelsConceptual Models

    MathematicalMathematical

    modelsmodels

    StakeholdersStakeholdersStakeholdersStakeholders

    Process of building a modelProcess of building a model collecting datacollecting data -- in itself gives ain itself gives a

    better understanding of the systembetter understanding of the system

    A Linear Process?A Linear Process?

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    Stakeholders expressed a desire that the ModelsStakeholders expressed a desire that the Modelshad to be scientifically robusthad to be scientifically robust

    Model was based on theModel was based on the dCSTTdCSTT assimilativeassimilative

    capacity model (capacity model (laurentlaurent 2006) and a2006) and aBioenergeticBioenergetic Mussel growth model developed byMussel growth model developed by

    Grant andGrant and BacherBacher (Grant and(Grant and BacherBacher 1998)1998)

    Well validated predictive modelsWell validated predictive models

    However their strength in terms ofHowever their strength in terms of

    SPICOSA is their use as exploratory modelsSPICOSA is their use as exploratory models

    Confidence?Confidence?

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    Trust?Trust?

    "it may not be possible to"it may not be possible to

    determine the exact outcomedetermine the exact outcome

    of certain actions but simplyof certain actions but simply

    show that certain outcomesshow that certain outcomesmay be possible ...When thismay be possible ...When this

    is the case uncertainty inis the case uncertainty in

    some parts of the systemsome parts of the system

    doesnt need to be accounteddoesnt need to be accountedfor but can be included as afor but can be included as a

    range of scenariosrange of scenarios

    ((BrugnachBrugnach et al 2008).et al 2008).

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    Trust?Trust?

    Uncertainty is inherent inUncertainty is inherent in

    the modelling process and itthe modelling process and it

    is important to make thisis important to make this

    clear to the stakeholdersclear to the stakeholders

    Firth of Clyde study site incorporatedFirth of Clyde study site incorporated

    uncertainty over the toxicity of antiuncertainty over the toxicity of antifouling compounds into the modelfouling compounds into the model

    through the use of drop down buttonsthrough the use of drop down buttons

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    SummarySummary

    SPICOSA and its systems approach is wellSPICOSA and its systems approach is well

    structured towards handling socially complexstructured towards handling socially complex

    problemsproblems

    While society is not necessarily modelled explicitlyWhile society is not necessarily modelled explicitly

    it is included in the process through the iterativeit is included in the process through the iterative

    development of conceptual modelsdevelopment of conceptual models

    The actual process of trying to construct a modelThe actual process of trying to construct a model

    of a system in itself yields valuable informationof a system in itself yields valuable information

    about that systemabout that system

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    Thank you!Thank you!

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    A Syste s ApproachA Syste s Approach

    SysteSyste

    DesignDesign

    SysteSyste

    For ulationFor ulation

    SysteSyste

    AppraisalAppraisal

    SysteSyste

    OutputOutput

    SysteSyste

    DesignDesign

    SysteSyste

    For ulationFor ulation

    SysteSyste

    AppraisalAppraisal

    SysteSyste

    OutputOutput

    Syste s DesignSyste s Design

    Identify an Issue or proble inIdentify an Issue or proble in

    the coastal zone.the coastal zone.

    Create a conceptual odelCreate a conceptual odel consider ESE aspects of issueconsider ESE aspects of issue

    Identify possible StakeholdersIdentify possible Stakeholders

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    A system can be described as a group of parts or elements,A system can be described as a group of parts or elements,each with its own set of properties, lying within giveneach with its own set of properties, lying within given

    boundaries which, interact.boundaries which, interact.

    They may have emergent properties such as stabilizingThey may have emergent properties such as stabilizingfeedback loops.feedback loops.

    Most systems are recursive, which is to say that they containMost systems are recursive, which is to say that they contain

    subsystems, and so it is important to identify the correct scalesubsystems, and so it is important to identify the correct scale

    on which to describe them.on which to describe them.

    A Syste s ApproachA Syste s Approach

    SysteSyste

    DesignDesign

    SysteSyste

    For ulationFor ulation

    SysteSyste

    AppraisalAppraisal

    SysteSyste

    OutputOutput

    SysteSyste

    DesignDesign

    SysteSyste

    For ulationFor ulation

    SysteSyste

    AppraisalAppraisal

    SysteSyste

    OutputOutput

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    A Syste s ApproachA Syste s Approach

    SysteSyste

    DesignDesign

    SysteSyste

    For ulationFor ulation

    SysteSyste

    AppraisalAppraisal

    SysteSyste

    OutputOutput

    SysteSyste

    DesignDesign

    SysteSyste

    For ulationFor ulation

    SysteSyste

    AppraisalAppraisal

    SysteSyste

    OutputOutput

    Syste s For ulationSyste s For ulation

    Quantify various processes,Quantify various processes,

    interactions, andinteractions, andco ponents of conceptualco ponents of conceptual

    odelodel

    Start to build odelStart to build odel

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    A Syste s ApproachA Syste s Approach

    SysteSyste

    DesignDesign

    SysteSyste

    For ulationFor ulation

    SysteSyste

    AppraisalAppraisal

    SysteSyste

    OutputOutput

    SysteSyste

    DesignDesign

    SysteSyste

    For ulationFor ulation

    SysteSyste

    AppraisalAppraisal

    SysteSyste

    OutputOutput

    Syste s AppraisalSyste s Appraisal

    Calibrate odel throughCalibrate odel through

    hindcastinghindcasting/sensitivity analysis/sensitivity analysis

    Si ulate and interpret odelSi ulate and interpret odel

    response in ter s of CZ Issueresponse in ter s of CZ Issue

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    A Syste s ApproachA Syste s Approach

    SysteSyste

    DesignDesign

    SysteSyste

    For ulationFor ulation

    SysteSyste

    AppraisalAppraisal

    SysteSyste

    OutputOutput

    SysteSyste

    DesignDesign

    SysteSyste

    For ulationFor ulation

    SysteSyste

    AppraisalAppraisal

    SysteSyste

    OutputOutput

    Syste s OutputSyste s Output

    Present Scientific results and odelsPresent Scientific results and odels

    Present results to StakeholderPresent results to Stakeholder

    Foru s/policy akersForu s/policy akers

    Provide infor ation in Lay ter sProvide infor ation in Lay ter s

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    StakeholdersStakeholders

    Worried that anti foulant compoundsWorried that anti foulant compounds

    could have detrimental affect oncould have detrimental affect on

    phytoplanktonphytoplankton

    Increase in faecal coliforms wouldIncrease in faecal coliforms wouldaffect water quality and have aaffect water quality and have a

    detrimental effect on mussel farmersdetrimental effect on mussel farmers

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    SkeletonemaSkeletonema spp.spp.

    P

    hotographed using a Carl ZeissA

    xiovert 25and a Nikon D80

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    SuccessionalSuccessional Change? BiomassChange? Biomass

    ChlorophyllChlorophyll

    ConcentrationsConcentrations

    19731973--19821982

    20082008--20092009

    1970s1970s -- 40 g40 g chlchl/L 2008/L 2008--0909 -- 4 g4 g chlchl/L/L

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    SuccessionalSuccessional Change? BiomassChange? Biomass

    ChlorophyllChlorophyll

    ConcentrationsConcentrations

    19731973--19821982

    20082008--20092009

    Loch FyneLoch Fyne

    Loch CreranLoch CreranLoch CreranLoch CreranLoch FyneLoch Fyne

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    Loch Creran13 km long

    1.5 km wide

    Lynn of Lorn

    S

    hallow sills

    To upper basin

    Deep Areas

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    Central GovernmentCentral Government

    AgenciesAgencies

    SEPASEPA

    SNH etcSNH etc

    ExternalExternal

    sources/sinkssources/sinks

    of moneyof money

    LocalLocal

    governmentgovernment

    Jobs dependent onJobs dependent on

    Marina/musselsMarina/mussels

    Marina economicMarina economic

    modelmodel

    Mussel economicMussel economic

    modelmodel

    Sea boundarySea boundary

    conditionsconditions

    Other InputsOther Inputs

    RiversRiversRun offRun off

    etcetc

    SunlighSunlight

    Mussel growth modelMussel growth model

    State variablesS

    tate variablesMussel massMussel mass

    Mussel numbersMussel numbers

    Light ModelLight Model

    AttenuationAttenuation

    IrradianceIrradiance

    State variablesState variables

    CSTTCSTT

    Phytoplankton/Phytoplankton/microplanktonmicroplankton

    modelmodel

    State variablesState variables

    Chlorophyll concentrationChlorophyll concentration

    Nutrient concentrationNutrient concentration

    Anti fouling concentrationAnti fouling concentration

    Yacht marinaYacht marina

    No of boatsNo of boats

    Antifouling fluxAntifouling fluxState variablesState variables

    Mussel Economic modelMussel Economic model

    State variablesState variables

    Mussel massMussel mass

    Mussel numbersMussel numbers

    Conceptual modelsConceptual models

    PARPAR

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    Conceptual modelsConceptual models

    Low salinity, low density water flowing seawardsLow salinity, low density water flowing seawards

    Fjordic CirculationFjordic Circulation

    Seawater moves inland atSeawater moves inland at

    An Intermediate depthAn Intermediate depth

    EntrainmentEntrainment

    ShallowShallow

    SillSill

    IsohalineIsohaline

    HigherHigher

    densitydensityseawaterseawater

    ShallowShallow

    sillsill

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    Mixing DepthMixing Depth

    PhoticPhotic

    ZoneZone

    If mixing depthIf mixing depthwere to increasewere to increase

    phytoplanktonphytoplankton

    would spendwould spend

    more time out ofmore time out of

    photicphotic zonezone

    MixingMixing

    depthdepth

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    Mixing DepthMixing Depth

    Changes toChanges to

    the mixingthe mixing

    depth candepth can

    affect theaffect the

    amount ofamount of

    timetime phytophyto--

    planktersplankters

    spend outspend out

    of theof thephoticphotic zonezone

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    Model calibrationModel calibration

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    Sampling MethodsSampling Methods

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    Sampling MethodsSampling Methods

    Water samples collected fromWater samples collected from

    shore and by boatshore and by boat weekly/biweekly/bi--

    monthly and monthlymonthly and monthly

    RVRV CalanusCalanus -- SAMSSAMS

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    Sampling MethodsSampling Methods

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    Fjordic CirculationFjordic Circulation

    50 m50 m

    18 Km18 Km

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    Mathematical modelsMathematical models

    ExtendSim7ExtendSim7 Imagine that! Inc.Imagine that! Inc.

    NitratesNitrates

    ChlorophyllChlorophyll

    PhosphatesPhosphates

    Silicates,Silicates,

    antianti--foulants,foulants,etcetc

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    Mathematical modelsMathematical models

    ModelModel

    calculating thecalculating the

    growth ofgrowth of

    phytoplanktonphytoplanktonadjusted foradjusted for

    lightlight

    attenuation inattenuation in

    the waterthe water

    column.column.

    PossiblePossible

    Generic blockGeneric block

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    Mathematical modelsMathematical models

    MAMPEC ModelMAMPEC ModelDelft hydraulicsDelft hydraulics

    VrijeVrije UniversiteitUniversiteit ofof

    AmsterdamAmsterdam

    Calculating the predicted environ ental concentrations of antiCalculating the predicted environ ental concentrations of anti

    foulants in arine environ entfoulants in arine environ ent

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    Generic BlocksGeneric Blocks

    title

    ECO OGICA PROCESS I RARY

    PEC/PNEC Decision Block

    PNECInPNECIn

    A>=B

    A

    B

    Y

    N

    RQG

    eate

    an1O

    tRQG

    eate

    an1O

    t

    RQLess

    an1O

    tRQLess

    an1O

    t

    This bu

    on can be cloned to the

    model inter

    ace ifrequired and

    allows a level of safety or

    uncertainty, between 10 and

    100,000 to be selected

    PEC = Predicted Environmental

    Concentration of a pollutant

    PNEC = Predicted No

    (Toxicological) Effect Concentration

    of the pollutant on a particular

    organism If the calculated Risk Quotient

    (RQ) is greaterthan orequal

    to 1 this output will have the

    value of1 Otherwise it will

    output a value of zero.

    If the calculated Risk Quotient

    (RQ) is less than 1 this output will

    have a value of1. Otherwise it will

    output a value of zero.

    y=f(x)

    PECInPECIn

    Uncertainty factor-10

    Model block function

    This block allows the predicted environmental concentration of a given pollutant to be compared with a predicted no (toxicological) effect

    concentration for that pollutant and is determined by a risk quotient (RQ). If the RQ is greater than or equal to 1 then that concentration is

    considered to have adverse effects on the environment. The block has inputs for the PEC and the PNEC of a pollutant and contains a pop up

    button that allows the PNEC of a substance to be divided by a safety or uncertainty factor. this factor can be chosen by the user. the button

    can be easily cloned to the models user interface. The block has two outputs. If the calculated Risk Quotient (RQ) is greater than or equal to

    1 the output labelled "RQ greater than 1 out" will have the value of 1. Otherwise it will output a value of zero. If the calculated Risk Quotient

    (RQ) is less than 1 then the output labelled "RQ Less than 1 out" will have a value of 1. Otherwise it will output a value of zero. These

    outputs when connected to a model can, for example, be used to trigger different pathways in the model dependent on the results

    obtained.............................................................

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    Regular water samples taken from both LochRegular water samples taken from both Loch CreranCreran and Lochand Loch FyneFyne

    AnalysedAnalysed for:for:

    Chlorophyll,Chlorophyll,

    PhytoplanktonPhytoplankton numbers,numbers,

    Nutrients,Nutrients,

    Salinity,Salinity,

    pH,pH,

    Light attenuationLight attenuation

    MethodsMethods

    MonthlyMonthly

    transects oftransects of

    the Lynn ofthe Lynn of

    LornLorn and Lochand Loch

    CreranCreran

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    Transects of Lynn ofTransects of Lynn of LornLorn and Lochand Loch CreranCreran

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    CTDCTD

    measurementsofmeasurementsof

    density, oxygen anddensity, oxygen andfluorescence in thefluorescence in the

    Lynn of Lorne andLynn of Lorne and

    LochLoch CreranCreran havehave

    been taken monthlybeen taken monthly

    during 2009.during 2009.

    FluorescenceFluorescence

    Mixing LayerMixing Layer

    SratificationSratification

    Contours created inContours created in

    Surfer usingSurfer using krigingkriging

    as the interpolationas the interpolationalgorithalgorith and anand an

    anisotropic ratio ofanisotropic ratio of

    2.52.5

    6.

    06.20

    6.

    0

    6.40

    6.

    0

    6.60

    6.

    0

    6. 0

    6.90

    .00

    . 0

    .20

    .

    0

    .40

    .

    0

    .60

    . 0

    .

    0

    .90

    .00

    . 0

    2.00

    xygen (mg/l) uncalibrated 09 July 2009 Loch Creran2 .00

    2 . 0

    2 .60

    2 .90

    22.20

    22. 0

    22. 0

    2 . 0

    2 .40

    2 . 0

    24.00

    24. 0

    24.60

    24.90

    2 .20

    .00

    Density 09 July 2009 Loch Creran

    Fluorescence 09 July 2009

    Contour PlotsContour Plots

    50m50m

    18 km18 km

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    Model calibrationModel calibration

    Loch Fyne

    Loch Creran

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    Model calibrationModel calibration

    Loch Fyne

    Loch Creran

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    Model calibrationModel calibration

    Sensitivity analysisSensitivity analysis

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    Model InterfaceModel Interface

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    1975 Observations1975 Observations

    ModelledModelled

    2008 Observations2008 Observations

    Silicate not included in Model

    Silicate included in Model

    Chlorophyll concentrations in Loch CreranChlorophyll concentrations in Loch Creran

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    Model run withModel run with

    silicate included,silicate included, = 0.5= 0.5

    Model run withModel run with

    out silicate,out silicate,

    = 0.5= 0.5

    1975 observations1975 observations

    Modelled resultsModelled results

    2008 observations2008 observations

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    Silicate?Silicate?Silicate?Silicate?

    Alginate factory atAlginate factory at

    barcaldinebarcaldine

    KelcoKelco processed 80processed 80--

    100,000 tonnes of100,000 tonnes of

    wet Kelp per yearwet Kelp per yearsplit between Girvansplit between Girvan

    and Barcaldineand Barcaldine

    3500 tonnes of3500 tonnes of

    effluent/yeareffluent/year

    800 tonnes dissolved800 tonnes dissolved

    in fresh waterin fresh water1g of wet weight Kelp1g of wet weight Kelp

    contains 0.35 molescontains 0.35 moles

    silicatesilicate

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    Heterotrophic fractionHeterotrophic fraction --

    Model results combined withModel results combined with

    observational data suggests that thereobservational data suggests that there

    has been a change in the abundancehas been a change in the abundance

    ofof heterotrophsheterotrophs particularly in theparticularly in the

    early part of the yearearly part of the year

    Eta (Eta () introduces some ecology) introduces some ecology

    into the model. It allows for changesinto the model. It allows for changes

    in the ratio ofin the ratio of photoautotrophsphotoautotrophs toto

    heterotrophsheterotrophs in the systemin the system

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    SummarySummary

    SPICOSASPICOSA an integrated systems approach to coastalan integrated systems approach to coastal

    management taking into account the ecological, social andmanagement taking into account the ecological, social and

    economic aspects of a systemeconomic aspects of a system

    Aims to produce methodologies and tools which will aidAims to produce methodologies and tools which will aidcoastal managerscoastal managers

    Generic blocks willGeneric blocks will in theory, allow a system to bein theory, allow a system to be

    modelled relatively quickly and easilymodelled relatively quickly and easily

    Experiences gained from the varied study sites willExperiences gained from the varied study sites will

    contribute to a large information base which will outlive thecontribute to a large information base which will outlive the

    projectproject

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    Callum Whyte*, Fiona Culhane*, Teresa Fernandes*,

    Paul Tett*, Branka Valcic+, Tavis Potts+

    The Clyde Sea: The Effect of increasedThe Clyde Sea: The Effect of increased

    Leisure Boating on Local Shellfish Far ingLeisure Boating on Local Shellfish Far ing

    *

    Edinburgh Napier University,+

    Scottish Association for Marine Science

    Callum WhyteCallum Whyte

    [email protected]@napier.ac.uk

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    Conceptual modelsConceptual models

    Link toLink to

    PhytoplanktonPhytoplankton

    growth modelgrowth model

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    Mussel Growth

    Number of Mussels Mussel Economy

    Particulate Organic Matter

    y=f(x)

    detrital

    POM

    Tissue C mass per

    mussel

    Number of

    mussels

    detrital POM

    ingestion

    detrital POM

    ingestion

    V

    detrital

    POM

    detritus POC per POM

    detritus POC per POM

    Number of

    mussels

    Phytoplankton

    ingestion

    V

    Phyto C:Chl

    Number of

    mussels

    Phytoplankton

    ingestion

    Phyto C:Chl

    Number of

    mussels

    Rejection

    detrital

    POM

    Number mussels

    harvested per day

    Rejection

    Tissue C mass per

    mussel

    Number mussels

    harvested per day

    DischargeInDischargeIn

    JOBSOUTJOBSOUT

    ExchangeInExchangeIn

    Volume2InVolume2In

    PGrazingOutPGrazingOut

    PhytoplanktonInPhytoplanktonIn

    MONEYTOLOCALECONOMYOUTMONEYTOLOCALECONOMYOUT

    FARMPROFITOUTFARMPROFITOUT

    Tissue C mass per

    mussel

    MUSSEL

    GROWTH

    MUSSEL

    FARM

    MUSSEL

    ECONOMICS

    MUSSEL

    GRAZING

    PARTICULATE

    ORGANIC

    MATTER

    FeedbackFeedback

    looploop