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Aquaculture Monitoring, modeling and performance standards for net pens Jack Rensel Ph D Jack Rensel, Ph.D. Rensel Associates Aquatic Sciences Seriola and Cobia Aquaculture Dialogue (SCAD) Seriola and Cobia Aquaculture Dialogue (SCAD) 19-20 February 2009 Seattle, Washington

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Page 1: Aquaculture Monitoring, modeling and performance standards ...assets.worldwildlife.org/publications/42/files/original/Aquaculture_Monitoring... · Benthic Performance Measures and

Aquaculture Monitoring, modeling and performance standards for net pens Jack Rensel Ph DJack Rensel, Ph.D.Rensel Associates Aquatic Sciences

Seriola and Cobia Aquaculture Dialogue (SCAD)Seriola and Cobia Aquaculture Dialogue (SCAD)19-20 February 2009 Seattle, Washington

Page 2: Aquaculture Monitoring, modeling and performance standards ...assets.worldwildlife.org/publications/42/files/original/Aquaculture_Monitoring... · Benthic Performance Measures and

O iWater quality and benthic effects

OverviewMeasurement methods for monitoring :  temperate oriented , what about tropics?

Suggested overarching goals for siting

Brief overview of simulation modeling (cobia)( )

Page 3: Aquaculture Monitoring, modeling and performance standards ...assets.worldwildlife.org/publications/42/files/original/Aquaculture_Monitoring... · Benthic Performance Measures and

Benthic Performance Measures and StandardsBenthic infauna community analysis is the best measure if baseline is available.   The ultimate test and used still….Pros:  Direct measurement of biological effectCons: Sometimes relatively expensive

Reference (control) area selection is serious problemReference (control) area selection is serious problem

Surrogate Measures of infauna effect: 1) Organic carbon from cores or grabs1) Organic carbon from cores or grabs2) Free sulfide probe3) Redox (oxidation‐reduction potential) probe4) Video‐ drop camera  (gross bottom impact and feed loss)

1‐3 for soft bottoms, 2 cm standard, 4 for all bottoms1 3 for soft bottoms, 2 cm standard,  4 for all bottoms 

Page 4: Aquaculture Monitoring, modeling and performance standards ...assets.worldwildlife.org/publications/42/files/original/Aquaculture_Monitoring... · Benthic Performance Measures and

Total Organic Carbon (TOC)Pros:Pros:   1) direct measure of the cause of the effect (oxygen  demand

during assimilation and microbial or macrofauna respiration)2) Easy to sample, process and ship to laboratory3) High accuracy in normal commercial or university labs4) Widely used in characterizing the sea bottom) y g

Cons:1) Third world countries lack of sufficient laboratory support1) Third world countries, lack of sufficient laboratory support2) Cost is possibly higher than in field assays, but not compared 

to capital and maintence costs of field assay methods3) TOC varies naturally with the amount of silt and clay, so some 

samples are often taken to classify or stratify results

Where used: Washington State since <1986Where used:  Washington State since  <1986, Norway, Some Canadian areas,  applicable to Caribbean, Hawaii 

Page 5: Aquaculture Monitoring, modeling and performance standards ...assets.worldwildlife.org/publications/42/files/original/Aquaculture_Monitoring... · Benthic Performance Measures and

Total Organic Carbon “Triggers”Not to exceed levelsNot to exceed levels

Category Number Mean Percent Silt and Clay in Sample

Total Organic Carbon, Trigger Value

1 0 –20% 0.5%

2 20-50% 1.7%

3 50-80% 3 2%3 50-80% 3.2%

4 80-100% 2.6%

Page 6: Aquaculture Monitoring, modeling and performance standards ...assets.worldwildlife.org/publications/42/files/original/Aquaculture_Monitoring... · Benthic Performance Measures and

Sulfides (electrode)Pros:Pros:   1) Measurement in field after some processing 2) Easy to relate to degree of eutrophication for some ecoregions 

d lt d fi h i i i ll l i hi h l tit dand cultured fish species, principally salmon in higher latitudes. 3) Methodology is published

Cons:1) Useful only in relatively soft sediments (silt/clay)  Sands?2) Precision and accuracy variable.) y3) Some controversy about what is actually measured4) Equipment is expensive 5) Required extensive and frequent calibration5) Required extensive and frequent calibration 6) Varies significantly by depth of a few millimeters

Where used: Canada* and Maine in combinationWhere used:  Canada  and Maine in combination  with other measures

Page 7: Aquaculture Monitoring, modeling and performance standards ...assets.worldwildlife.org/publications/42/files/original/Aquaculture_Monitoring... · Benthic Performance Measures and

Chamberlain and Stucchi 2007

Page 8: Aquaculture Monitoring, modeling and performance standards ...assets.worldwildlife.org/publications/42/files/original/Aquaculture_Monitoring... · Benthic Performance Measures and

British Columbia (Sulfides probe monitoring proposed for 2009)(Sulfides probe monitoring, proposed for 2009)

4 500 M 304,500 uM at 30 m at“Peak production” toMaintain polychaetes

700 uM at 30 m at“Peak production” toMaintain backgroundMaintain background

Page 9: Aquaculture Monitoring, modeling and performance standards ...assets.worldwildlife.org/publications/42/files/original/Aquaculture_Monitoring... · Benthic Performance Measures and

Redox (electrode)Pros:   (same as sulfides)1) Measurement in field  relatively easy 2) Results are easy to relate to degree of eutrophication for some2) Results are easy to relate to degree of eutrophication for some 

ecoregions and cultured fish species, principally salmon in higher latitudes. 

3) Methodology is published 

Cons: (Same as Sulfides plus more)1) Useful only in relatively soft sediments2) Precision and accuracy variable.2) Precision and accuracy variable.3) Some controversy about what is actually measured4) Equipment is expensive5) Required extensive and frequent calibration ) q q6) Varies significantly by depth7) Probe poisoning 

Wh d id l di dit d l d i N thWhere used:  widely discredited now, no longer used in NorthAmerica but some Norwegians consider it useful

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Video or Still Photographyg p yPros:  1) Measurement in field is relatively easy 2) Equipment is relatively affordable2) Equipment is relatively affordable 3) Waste feed or feces and bacterial mats sometimes visible4) US farms are already required to use feed loss monitoring

Cons:1) Not quantitative, so not really a performance measure2) Often not directly indicative of infauna health or chemistry2) Often not directly indicative of infauna health or chemistry3) Difficult to summarize and interpret 4) Difficult at great depth (open ocean) or in high currents5) For some species, feces looks very much like waste feed!

Principal tool in hard bottom areas, required in manyPrincipal tool in hard bottom areas, required in manyjurisdictions, but often not scrutinized closely (except Maine)

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Linkage between indicatorsLinkage between indicators

Hargrave et al. 2008

The above is for northern temperate latitudes.But the approach is repeatable in tropical ecoregions without near as much work as it took previously by establishing backgroundas much work as it took previously by establishing  background conditions and fine tuning of methodology (e.g., TOC & biogenic carbonates)

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Example of Coastal EcoregionsExample of Coastal Ecoregions

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Benthic effectsSubject of most study & regulation

Suggested overarching performance standard:  M i t i bi diti f fi i l di t ( f )Maintain aerobic conditions of surficial sediments (top few cm)   

Why and how much?

Better for fish:  eliminate H2S flux to water column

Better for water column protection:  eliminate ammonia flux to water column via “coupled denitrification”to water column via “coupled denitrification” 

Better for infauna: maintain bioturbation and ↑O2 flux allows for more & diverse populationsfor more & diverse populations   

Reduced nutrient loading to water column and increased nutrient trapping 

A few centimeters is enough  (See Roger Newell’s presentation)   

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Water Quality (Column) Effects•Water column effects include oxygen deficit plume, nitrogen plume, eventual primary productivity or higher trophic level

• For many cases, not significant compared to flux of these constituents or in terms of spatial effects.   

B t t ti ll l ti & i ifi t f l b f• But potentially cumulative & significant for a large number offarms in highly oligotrophic or very poorly flushed backwaters

Suggested goal: to avoid siting in “nutrient sensitive” areas inSuggested goal: to avoid siting in  nutrient sensitive  areas in addition to usual avoidance of special habitats 

• Governmental performance standards vary greatly or are lacking.p y g y gexamples:  coral reef in proximity, limit discharge to very small percentage of N flux

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Nutrient Sensitivity Rating:Percentage observationsPercentage observations < 0.7 uM DIN  ~  0.01 mg/L‐N 

From Rensel, J.E.  and PTI Environmental 1991  Nutrients and Phytoplankton in Puget Sound USEPA Region X.  (Peer 

d h)reviewed monograph) 

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Nutrient sensitive zone where commercial net pens or any other large source of N discharge source of N dischargeis not approved. 

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Spatial Considerations for performance monitoring

• Sediment impact zone (SIZ) management (like mixing zone)

• Regulatory endpoints established at some distance from pens

• Inner sampling (less common and less useful, e.g. Maine) 

• Effects form a continuous distribution…. So excessive impact undercenter of pens will be significant at pen perimeter or beyond so itcenter of pens will be significant at pen perimeter or beyond so itcan be redundant to sample all over

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Physics Rules! (Biology)

• Habitat type dictates ability to sample, current regime: depositional, transitional, erosional 

32

36

Current Velocity - Percent Frequency

• Mean current velocity, crude rule of thumb approximation:        < 5 cm/s, 5 to 20 cm/s and > 20 cm/s  based on fecal wastes24

28

32

eque

ncy

High Energy - Erosional

Transitional

• Resuspension  Aerobic Assimilation of Organic Wastes

• How to achieve? 16

20

Perc

ent

Fre

Depositional

Spread organic enrichment out by pen spacing (slowercurrents) or by configuration/loading density  management (stronger currents)4

8

12

(stronger currents)

• For example:  ‐ In temperate water :  ~ 1 gram TOC per m2 day

2/

0

Current Speed cm/s 50 cm/s = 1 knot 

‐ Tropical?   Maybe 3 grams TOC per m2/ day ?  (Q10 rule)p

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Cage type:   dictates impact zone assessment sampling plan and regulatory approach p g p g y pp

Not easy to monitor

Easy to monitor

Page 20: Aquaculture Monitoring, modeling and performance standards ...assets.worldwildlife.org/publications/42/files/original/Aquaculture_Monitoring... · Benthic Performance Measures and

Example Offshore Current Rose(current and direction vectors)

0o

OHA 01: Transport RoseFirst 6 months15o0o

345o

Second 6 months

0 1

0.2

60o

45o

30o15o0o

345o

330o

315o

300o 0.1

0.2

60o

45o

30o15o0345o

330o

315o

300o

00

0.1

00 0 10 1 0 20 290o

75o

60300

285o

270o 00

0.1

00 0.10.1 0.20.290o

75o285o

270o

0.1

00 0.10.1 0.20.2

255o

240o 120o

105o

0.1

255o

240o 120o

105o

0.2

225o

210o

195o 180o 165o150o

135o

0.2

225o

210o

195o 180o 165o150o

135o

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Organic Carbon Enrichment Effects Continuum

EnhancementEnhancement ZoneZone

Organic CarbonSource

~ 30 to 50 m Perimeter~ 30 to 50 m Perimeter

Starting point varies site specifically

Page 22: Aquaculture Monitoring, modeling and performance standards ...assets.worldwildlife.org/publications/42/files/original/Aquaculture_Monitoring... · Benthic Performance Measures and

Naturally-occurring colonizing species (“biofouling”)

Page 23: Aquaculture Monitoring, modeling and performance standards ...assets.worldwildlife.org/publications/42/files/original/Aquaculture_Monitoring... · Benthic Performance Measures and

This work still in progress, as part of IMTA studies now.  Goal is a quantitative mixing model to characterize nutrient flux to key species

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Pearson and Rosenberg principal:Rosenberg principal:Enhancement up the food web

Surf Scoters are declining rapidly in abundance but Puget SoundSurf Scoters are declining rapidly in abundance but Puget Sound fish farm surrounds  are a well‐known refuge and major food source with thousands of bird present every winter

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Final Report:Beneficial Environmental Effects of Marine Finfish Mariculture

Prepared for:

NOAA National Marine Fisheries ServiceNational Sea Grant College Program,Office of Oceanic and Atmospheric ResearchWashington D.C. 

22 July 2007

J. E. Rensel1/ and J.R.M. Forster 2/

1/  Rensel Associates Aquatic Sciences

2/  Forster Consulting, Port Angeles

Available on line at NOAA Aquaculture website

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Water column and Benthic Effects Simulation ModelingSimulation Modeling

Qualification:Qualification:

Modeling not a replacement for monitoring but required by j i di ti f itti ( S tl d) t i di tsome jurisdictions for permitting (e.g., Scotland) to indicate 

scale of likely effects and to aid in site configuration 

Page 28: Aquaculture Monitoring, modeling and performance standards ...assets.worldwildlife.org/publications/42/files/original/Aquaculture_Monitoring... · Benthic Performance Measures and

Potential Uses of ModelsPotential Uses of Models- Government regulators or coastal managers to

assess impacts and effects:Is a proposed operational sustainable in terms ofIs a proposed operational sustainable in terms of achieving limited impact in a steady state basis?

- Mariculturists to evaluate potential sites and plan operations: Will a candidate site be economically viable as ywell as environmentally acceptable and how can operations be improved by capitalizing on site-specific conditions?specific conditions?

- Researchers to provide a home for their data and t t t d i li th i b d lmeans to test and visualize their submodels

Page 29: Aquaculture Monitoring, modeling and performance standards ...assets.worldwildlife.org/publications/42/files/original/Aquaculture_Monitoring... · Benthic Performance Measures and

Types of Models used in AquacultureOne‐box 

• Spreadsheet models or simple physics models, e.g., “tidal prism” flushing model

• Simplistic, easy for public to understand, sometimes accurate, often not, many assumptions   y

Multi‐box:  2 and 3 Dimensional  (Coupled)

Multiple cells in the grid, side by side (2D) or stacked vertically (3D) 

Requires input from circulation model as inter‐box exchange xi

t

Benthic, near‐field  (e.g., DEPOMOD, MUSMOD, ShellSIM)

Biophysical focus on sea or river bottom effect only

Localized and near to farm

pl

e

Geographic Information System (GIS)  linked to  Aquaculture  Model

Near or far‐field  benthic and water column model with companion GIS system 

Three examples including  EASy GIS and AquaModel  “plug in” combination

M i f 3D f ll l d d l om

p

Mainframe 3D fully coupled models

Princeton Ocean Model, Finite Volume Coastal Ocean Model, several other

Suited for future EbM models but expensive,  difficult for coastal managers to  initiate and use  

Co

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Example: Physical Modeling Process

Determine boundaries  & specify initial water and p ysediment quality conditions   

Divide into modeling grid (vertDivide into modeling grid (vert. & horiz. mesh) 

Input  water current  sub‐model & physical processes f l d ffrom empirical data or if using OOS, “data acquisition” updatesq p

From AquaDyn model

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DEPOMOD (Scottish origin)

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AquaModel Components

Rensel, Kiefer, O’Brien

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Models

• The only three dimensional GIS for marine applications

• Compatible with other GIS (ESRI Arc-Info) p ( )

• Interfaces for models, spreadsheets, databases, and Internet

• Accepts plug in models like AquaModel that we will focus on today

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Resting Oxygen Consumption of Sablefish at Varying Sizes

350.00

400.00

Fish respirationFish swim 

i ty = 3200.3x-0.5881

R2 = 0.9304

200.00

250.00

300.00

Con

sum

ptio

n (m

g/kg

/hr)

Fish respiration rate

respirometer

0.00

50.00

100.00

150.00

OXy

gen

C

0 50 100 150 200 250 300 350

Fish Weight(g)

120

140Fed Rate

Fish fecal settling rate

60

80

100

g TN

kg

per h

r

Unfed Rate

0

20

40

3 6 9 12 18 24

mg

Elapsed Time hr.

Fish excretion rate

Page 35: Aquaculture Monitoring, modeling and performance standards ...assets.worldwildlife.org/publications/42/files/original/Aquaculture_Monitoring... · Benthic Performance Measures and

Mass Balance Carbon/Nitrogen/Oxygen Metabolism• Rate of loss of uneaten feed = feed rate – ingestion rate• Rate of loss of uneaten feed = feed rate  ingestion rate

• Ingestion rate = egestion rate + assimilation rate

• Rate of feces production = egestion ratep g

Assimilation rate = rate of respiration + rate of growth

• Respiration rate = resting rate (i.e. basal) + active (swimming) +   anabolic activity (growth)

• Equations invoke principle of most limit metabolic process

A i il ti b li it d b fi h i t t t• Assimilation may be limited by fish size, water temperature, oxygen flux, feed rate, “scope for metabolism” approach

FoodFoodRation

Assimilation = Ingestion x 0 .70Inge stion

Growth = As s im ilation - Re s piration

Re spirationbas al f (te m pe rature )

Egestion= 0.30 xIngestion

Waste Feed

- bas al f (te m pe rature )- grow th f (grow th)- Sw im m ing f (ve locity & fis h s ize )

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ParticulateOrganic Matter

Simplified particle deposition & consolidation or transport

Benthic - Pelagic Model Linkages

gas diffusive exchange

consolidation or transport

Resuspension Zone

O2CO2

p

H S

Sediment to Water Column

NH4

O2H2O aerobic biomass

O2CO2

H2O

H2S

Shallow RPD

Deep RPD“black

CO2

SO bi

POC CO2Chemo-autotrophicbiomass

layer”SO4 H2S Sanaerobic biomass

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Examples of Some AquaModel User Controls

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Simple Example Snapshot of AquaModel Run 

Current VelocityCurrent Velocity

Nitrogen TransectNitrogen Transect

X‐Y plots of Nitrogen  or oxygen  vs. d h

Farm (Red Rectangle)Farm (Red Rectangle)

depth

Two of 50

Oxygen TransectRed Transect Line

Oxygen TransectRed Transect Line

Two of 50 different plots available Oxygen TransectOxygen Transectavailable

Plan (top) view of carbon deposition on the ground

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1/11 POCDay 137 Hydrogen sulfide

1/11 POC footprint

Day 137 Total organic carbon footprint

0m 100m 200m

Day 137 Aerobic biomass footprint

Day 137 Anaerobic biomass footprint

Page 42: Aquaculture Monitoring, modeling and performance standards ...assets.worldwildlife.org/publications/42/files/original/Aquaculture_Monitoring... · Benthic Performance Measures and

Hubbs SeaWorld Research Institute Offshore San Diego Project: Example of transitional resuspensional open ocean site  

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Far Field Example of AquaModel: 20 farms near S. Ca. Bight

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Tabular Output Results Example:

Under cages or other selectable locations & depthsUnder cages or other selectable locations & depths

Date Time Flow

Velocity Growth

Rate Fish

Biomass Pen

Oxygen Pen

Nitrogen Oxygen (5:0:1)

Nitrogen (5:0:1)

Phytoplankton (5:0:1)

Zooplankton (5:0:1)

FecalWaste

(5:0:1) FeedWaste

(5:0:1) (mm/dd/yy) (hh:mm:ss) (cm/sec) (1/day) (kg) (mg/l) (uM/l) (mg/l) (uM/l) (uM/l) (uM/l) (g/m3) (g/m3)

6/3/2004 00:00:00 20.3 0.0 412,965 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 00:05:00 20.8 0.0 412,984 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 00:10:00 21.2 0.0 413,000 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 00:15:00 1.1 0.0 413,016 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 00:20:00 22.0 0.0 413,032 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 00:25:00 223 00 413048 57 06 57 05 01 01 00 006/3/2004 00:25:00 22.3 0.0 413,048 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 00:30:00 1.2 0.0 413,066 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 00:35:00 22.9 0.0 413,081 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 00:40:00 23.2 0.0 413,098 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 00:45:00 0.4 0.0 413,114 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 00:50:00 24.0 0.0 413,130 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 00:55:00 24.7 0.0 413,147 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 010000 08 00 413164 57 06 57 05 01 01 00 006/3/2004 01:00:00 0.8 0.0 413,164 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 01:05:00 25.5 0.0 413,179 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 01:10:00 25.7 0.0 413,195 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 01:15:00 1.2 0.0 413,213 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 01:20:00 26.2 0.0 413,229 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 01:25:00 26.5 0.0 413,244 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 01:30:00 0.8 0.0 413,262 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 01:35:00 27.1 0.0 413,277 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 01:40:00 27.5 0.0 413,294 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 01:45:00 0.6 0.0 413,311 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 01:50:00 27.9 0.0 413,328 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.06/3/2004 01:55:00 27.9 0.0 413,344 5.7 0.6 5.7 0.5 0.1 0.1 0.0 0.0

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Model Validation, Tuning, Sensitivity AnalysesModel Validation, Tuning, Sensitivity Analyses

• Critical for success, often not performed

• Validation of component submodels or less likely in total 

• Tracer experiments 

• Perturbation  measurements: upstream and     downstream example

• Extensive published record as starting point (avoid wheel reinvention), some trends among fish taxa

• All around best database is for salmon, can be adapted to other species after basic bioenergetics inputs

• One or more variables unknown:  Sensitivity analyses

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Example Validation: Growth Measurements versus AquaModel calculations

Growth Rate Measured and Predicted by % BW Ration

00140.0160.0180.020

(/day

) 6%3%150%

0.0080.0100.0120.014

Gro

wth

Rat

e 1.50%P 6%P 3%P 1.5%

0.0020.0040.0060.008

Spe

cific

G

0.0000 5 10 15 20 25 30

Temperature

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Example of Nitrogen and Oxygen Depletion Plume Validation

50

3.0

4.0

5.0

nom

oly

(uM

)

0.0

1.0

2.0

InPen 6mDownstream 30m Ambient

DIN

an

-03L)

In Pen 6 m Downstream 30 mDownstream

Ambient

11

-0.7

-0.3

O. A

nom

oly

(mg/

L

-1.5

-1.1

In Pen 6 mDownstream

30 mDownstream

Ambient

D.O

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CO2 Production vs. Carbon Deposition

** predicted

*

*

*

*

* Red = AquaModel projection 

*

*Black = Literature(Findley and Whatling 1997  measurements)

*

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Concluding Comments•Water column effects are hard to measure because of advection and dilution but large numbers of farms can create problems in some situations.  

B thi ff t t di t f d iti l i t• Benthic effects are easy to predict for depositional environments but extremely difficult to estimate without simulation models

•Fish bioenergetics, physical modeling, planktonic and benthic g , p y g, pprocess understanding provided us with the opportunity to develop a model of fish farm operations and environmental impacts.

Wh d d i ifi i l i d d h h• When tuned to good site specific circulation data and the growth metabolism of cultured fish, models can provided accurate predictions with minimal effort, reducing the trial and error problems seen in the past. 

• Consistent monitoring and numerical performance standards among different ecoregions may not be technically possible in theamong different ecoregions may not be technically possible in the immediate future due to data gaps and provincial attitudes but it is a goal worth pursuing  standardization

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Partners   www.AquaModel.org (for more information)

Professor Dale Kiefer University of Southern California

Frank O’Brien, System Science Applications

R h F diResearch Funding

NOAA Office of Oceanic & Atmospheric ResearchAtmospheric Research

NOAA SBIR Program

USDA SBIR Programg

Collaborators

Dr. Katsyuki Abo, National Research Institute of Aquaculture, Japan

Hubbs Seaworld Research Institute, San Diego