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1 www.pol.ac.uk [email protected] 3-Dimensional Ecosystem Modelling for Shelf Seas Or Putting the small-scale into the large-scale Roger Proctor, Jason Holt (POL) Icarus Allen, Jerry Blackford (PML) Tom Anderson, Boris Kelly-Gerreyn (SOC) Mike Ashworth (CCLRC) (with thanks to others at PML, CEFAS, SAHFOS, Met Office, MBA, DARDNI)
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Page 1: 3-Dimensional Ecosystem Modelling for Shelf Seas Or · 3-Dimensional Ecosystem Modelling for Shelf Seas Or ... bringing buoyancy flux, nutrients, SPM ... 50 year forecast of impact

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www.pol.ac.uk

[email protected]

3-Dimensional Ecosystem Modelling for Shelf SeasOr

Putting the small-scale into the large-scale

Roger Proctor, Jason Holt (POL)Icarus Allen, Jerry Blackford (PML)

Tom Anderson, Boris Kelly-Gerreyn (SOC)Mike Ashworth (CCLRC)

(with thanks to others at PML, CEFAS, SAHFOS, Met Office, MBA, DARDNI)

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The marine ecosystem

Six-year composite of annual primary production

SeaWifs composite, courtesy Goddard

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Why shelf seas are important

Though the world ocean covers 70% of the earth's surface, it accounts for only 46% of all primary production (Field et al., 1998).

While shelf seas and estuaries constitute only a small proportion (8%) of the area of the global ocean, they account for ~20% of ocean primary production (Liu et al., 2000).

Shelf seas are productive. By comparison, the open ocean is virtually a biological desert.

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Shelf Seas: a different approachThe processes active in shelf seas (e.g. tidal stirring, land-ocean interaction) require a different approach to the open ocean in order to resolve their impact on biogeochemical exchanges.

European shelf seas are connected to the open ocean and thus affected by the variability in the NE Atlantic. Rivers discharge into the coastal zones bringing buoyancy flux, nutrients, SPM (terrigenous and anthropogenic) and contaminants.

Tidal and wind-wave stirring in the shallow regions (< 50m depth), about 50% of the European shelf seas, causes re-suspension and transport of SPM, affecting the optical and biogeochemical water properties and surface and bed boundary exchanges.

There is recycling and exchange of nutrients between sea bed and water column.

The CONTROLLING bio-physical interactions, governed by water column structure, mixing, and turbulence, are variable both spatially and temporally with tidal mixing fronts playing a key role.

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Shelf Seas: a different approachThe processes active in shelf seas (e.g. tidal stirring, land-ocean interaction) require a different approach to the open ocean in order to resolve their impact on biogeochemical exchanges.

European shelf seas are connected to the open ocean and thus affected by the variability in the NE Atlantic. Rivers discharge into the coastal zones bringing buoyancy flux, nutrients, SPM (terrigenous and anthropogenic) and contaminants.

Tidal and wind-wave stirring in the shallow regions (< 50m depth), about 50% of the European shelf seas, causes re-suspension and transport of SPM, affecting the optical and biogeochemical water properties and surface and bed boundary exchanges.

There is recycling and exchange of nutrients between sea bed and water column.

The CONTROLLING bio-physical interactions, governed by water column structure, mixing, and turbulence, are variable both spatially and temporally with tidal mixing fronts playing a key role.

Pelagic AND benthic components

must be included

in any shelf sea biogeochemical study

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Why models?

Conceptual models are derived from empirical data

Numerical models are constructed using the conceptual framework and parameterised from empirical data

These are embedded into existing marine system models to scale processes up in space and time.

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Ecosystem Modelling

THREE COMPLEMENTARY PURPOSES

Heuristic: to test our understanding of ecological processes.

Application development: Ecosystem models that span eutrophic - oligotrophic, spatial and temporal trends.

Prediction: Forecast and field estimation capability.

There is a strong interdependency between each of these roles

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The Marine Ecosystem

A marine ecosystem is a natural unit of biotic and non biotic components which interact to form a stable system in which a cyclic interchange of materials takes place between biotic and non biotic units.

The biota are subdivided into three primary functional roles

• Producers (e.g. Phytoplankton)• Consumers (e.g. Zooplankton, Fish)• Decomposers (e.g. Bacteria)

The non biotic components consist of

• Inorganic Nutrients• Dissolved Organic Matter• Particulate Organic Matter

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Model type

Bulk Biomass Functional Group Models (FGM’s)

FGM’s divide the ecosystem into aggregated groups representing basic functional roles (production, consumption and decomposition). Here we have producers (phytoplankton), consumers (zooplankton and zoobenthos) and decomposers (pelagic and benthic bacteria).

These are often then subdivided into size classes to create a foodweb.

Physiological processes and population dynamics are described by fluxes of carbon or nutrients between functional groups.

It is assumed that whatever compositional changes occur within each pool over time, they are not large enough to cause substantial and persistent errors in the prediction of pool scale rate processes.

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A case study:

The western Irish Sea

A small region of sea which thermally stratifies in summer separated from well-mixed seas by a tidal front

Why this region?Semi-enclosed, manageable boundariesDisplays most shelf sea processesContains some data – area is a Nephrops fishery

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western Irish Sea

stratified

Well-mixed

The ‘Gyre’

Stratified site (90m depth).

Well mixed site(20m depth).

Study sites

Measurements collected

By Richard Gowen, DARDNI

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The Coupled Model

S,T,u,v,w,

SPM, Kh, Kv

ERSEM

In NERC Marine Productivity, we used 2 different FGM’s:

Anderson/Kelly-Gerreyn; ERSEM (European Regional Seas Ecosystem Model)

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Phytoplankton

Zooplankton

Pico-p Flagellates Diatoms

Dissolved

Particulates

Micro-z Meso-zHetero-trophs

Small Cells Large Cells

Si

NH4

NO3

PO4

CO2

Organics

Nutrients

Dino-f

BacteriaDMS+DOC

BacteriaDMSP+DOC

BacteriaDOC

ERSEM Pelagic component

Producers

Consumers

Decomposers

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ERSEM Benthic pelagic coupling

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ERSEM Benthic pelagic coupling

A summary of benthic pelagic coupling

Input from the pelagic system, either phytoplankton or detritus, is converted to benthic detritus on reaching the seabed.

The nutrients contained within these detrital pools are either remineralised by biological activity or undergo dissolution to be released into the pore waters of the benthic sediment.

Porewater nutrient profiles and bio-irrigation effects determine the diffusive fluxes across the benthic pelagic interface.

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The Model Domains

Hierarchies of nest models from ~12k to ~1.8km

12km 1.8km1-d

POLCOMS: POL Coastal Ocean Modelling System

www.pol.ac.uk/home/research/polcoms

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Setting the physical environment

Temperature structure in the Gyre

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Below Thermocline Heating

Average for July 1995Advective and diffusive terms in Temperature Equation

Calculated below thermocline where ∆T<0.5oC

Dashed Contour is∆T=2 oC

Holt & Proctor, 2003, JPO, 33: 2288-2306

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Quasi-1D experiments

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Numerical experiments

1-dimensional ‘cut-down’ POLCOMS + A/K-G:experiments in ‘top-down’, ‘bottom-up’ control(Kelly-Gerreyn et al, 2004, ECSS, 59: 363-383)

3-dimensional POLCOMS + ERSEM:large scale and role of horizontal processes(Holt et al, JGR, in press)

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1-D conclusions

At the well mixed site …

Either:

BOTH bottom-up AND top-down factors control seasonal succession

Or:

Bottom-up or top-down factors control seasonal succession

And at the stratified site …

Bottom-up control via stratification prevents diatoms succeeding in summer

Also “low” microzooplankton grazing pressure allows non-diatoms to dominate

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3-D complexity

Temperature oC

Irish Sea surface currents & temperatures,JDay114 (late May)

Complex eddystructure

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Detail in nested 1nm Irish Sea model:Patchiness

Nitrate

Chlorophyll

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Comparison with CEFAS Scanfish Chlorophyll dataNeed more of this kind of data!

Scanfish data courtesy of Liam Fernand, CEFAS

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Time Series of Diatoms and Flagellates in Gyre

Intermittent production

in surface layer caused

by advection of

nutrients into domain

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Advective and diffusive processes

Advective

flux

Diffusive

flux

Average summer surface layer integrated

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Cumulative Production

Observed annual production ~140 gC m-2

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Nutrient fluxes

Mtonnes/y

Proctor et al., 2003,

Sci Tot Env, 314-315: 769-785

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What next?

Better data:

In space, time and type

(e.g. Scanfish,

fixed moorings – coastal observatories,

Case II waters satellite measurements)

The crunch:

Short term forecasting of ecosystem response

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Short term ecosystem forecasting: POLCOMS-ERSEM

IndicatorsTypical indicators produced by model

based marine monitoring system include

• plankton concentration

• total, new or primary production

• peak production of algal groups

• bottom oxygen concentrations

• zoobenthos

• oxygen consumption

• nutrient concentration and ratios

• nutrient transports to target areas

Ocean Colour

SmartBuoysForecasting for spring 2004

FerryBox

Products to users, e.g. Govt Agencies

1nmCOBS SNS

Shelf

GMES MERSEA-1: www.nersc.no/MERSEA.S1 POL COBS: coastobs.pol.ac.uk

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Seasonal cycle from 6km model

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The real test:

50 year hindcast (can we model observed decadal change?)

50 year forecast of impact of future climate change

(using models to aid marine management)

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The test: simulating climate change

Reid et al. (1998) Nature

Long-term changes at the base of the food web

• Phytoplankton abundance in North Sea and NE Atlantic

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The test: simulating climate change

Massive increases in meroplanktonCentral North Sea

Echinoderm larvae

see Lindley & Batten (2002) JMBA

Decapod larvae

Fisheries or climate?

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The test: simulating climate change

Biogeographic Changes in the Northeast AtlanticWarm temperate slope species

Beaugrand et al. Science 2002

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Making a start

1960 2000Forced by POL surge model, and DNMI and NCEP met. data

UK hydrometric areas for salinity modelling

Temperature

Salinity

40 Year Irish Sea Simulation (3.5km)

Time series at Cypris Station

Courtesy EmmaYoung, POL

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Summary

• Shelf seas coupled physics-ecosystem models now at a ‘useable’ stage

• Need good datasets to test them (space, time, multi-parameters)

• Need to explore what they can tell us, and what they can’t

• Need further development for whole shelf management

(we have plans, no money)


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