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Development of a generalist, integrative and predictive model for aquaponics Benoît Stalport 20/11/2019 1

Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

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Page 1: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

Development of a generalist, integrative

and predictive model for aquaponics

Benoît Stalport 20/11/2019

1

Page 2: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

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Page 3: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

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Page 4: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

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Page 5: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

NUMERICAL

MODEL

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Page 6: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

What are models ?

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Page 7: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

« All models are wrong, but some are useful » - George Box

Model VS Measurements

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Page 8: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

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• Balance equations are based on two fundamental principles of

thermodynamics : the mass conservation and the energy conservation

• « Nothing is created, nothing is lost, all is transformed »

𝑑𝑚

𝑑𝑡= 𝑄𝐼𝑁 - 𝑄𝑂𝑈𝑇 + 𝑄𝑁𝑃

SYSTEM

𝑄𝐼𝑁 𝑄𝑂𝑈𝑇𝑚𝑆𝑌𝑆

𝑄𝑁𝑃𝑊ℎ𝑒𝑟𝑒:

Q =dm

dt

𝑑𝑡 → 0

Page 9: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

9

Fish

Plants

Water

Water

Atmosphere

Bacteria

Aquaponic system =

= any object with a mass

= Q = dm/dt

Page 10: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

10

Individual-Based

Plants species

Fish species

Predictive

Accurate

Compatible with the app

Modular and generalist

Page 11: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

Methods

Attributes

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Page 12: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

Methods

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Page 13: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

PlantObject

ID

TankID

Age

FruitMass

PlantMass

LeafArea

LightIntensity

Specie

Introduce

Sell

Grow

Absorb

Transpirate

PumpObject

ID

FromTankID

ToTankID

MaxFlowRate

Configuration

Consumption

State

Activate

Deactivate

+ Feedings, Chemicals, Electrics,

etc.

13

BactPopObject

ID

TankID

Specie

Occupation

Grow

Absorb

Excrete

TankObject

ID

RoomID

Capacity

Volume

FreeSurface

InsideSurfaces

UnitLiterPrice

ChemicalsConc.

pH

DO

EC

Temperature

LiterPrice

RoomObject

ID

Temperature

RH

CO2

WindSpeed

FishObject

ID

TankID

Age

Mass

Length

Specie

Introduce

Sell

Eat

Grow

Excrete

Page 14: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

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Page 15: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

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Page 16: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

Plants growth Evapotranspiration Fish growth

Economics EnergyMicrobiology Nutrients

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Page 17: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

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Page 18: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

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Modelled nutrients concentrations in the fish tank

Page 19: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

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We need DATA !

Interested in beta-testing ? [email protected]

Page 20: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

CALIBRATION VALIDATION

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Page 21: Development of a generalist, integrative and predictive ......TankID Specie Occupation Grow Absorb Excrete TankObject ID RoomID Capacity Volume FreeSurface InsideSurfaces UnitLiterPrice

- Thank you -

Benoît Stalport

[email protected]