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The REDUNG-project: appropriate fertilizer selection and model-based irrigation as measures to reduce nitrate leaching in soil-bound greenhouse butterhead lettuce cultivation

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  • The REDUNG-project:appropriate fertilizer selection and model-based irrigation as measures to reduce nitrate leaching in soil-bound greenhouse butterhead lettuce cultivation

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Situation

    2

    Plant nutrients, i.e. nitrate, can leach to deeper soil layers due to:

    • excessive irrigation• rinsing between cultivation rounds to halt salt accumulation

    They become inaccessible for superficial rooting system• financial loss for grower• elevated environmental risk

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Project objectives

    3

    - Prevention of salt accumulation by using fertilizers reduced in ballast salts

    - Irrigation according to model-calculated actual evapotranspiration (ET)

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Part 1 – Fertilizer selection

    4

    Trial set-up:

    12 consecutive cultivation rounds

    Standard fertilizer (Blaukorn premium or Floranid permanent)15-3-20 16-7-15

    Fertilizers with reduced ballast salts (Cl-, SO42- ) Floranid summer (COMPO), DCM Unimix A (DCM), new fertilizer (Everris)

    16-0-25 10-5-15 23-0-30

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • 5

    Results:

    Use of fertilizers low in ballast salts results in:

    – a smaller increase of chloride and sulphate content in the upper soil layer and a smaller increase of EC

    – equally heavy, high quality crops

    – an elevated risk of glassiness

    Part 1 – Fertilizer selection

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Part 2 – Model-based irrigation

    6

    Starting point:Adjusted PM-model developed by Pollet (1998) including:– submodel for vertical projection instead of LAI– submodel for stomatal resistance

    λ𝐸𝐸𝐸𝐸 = ∆ .(𝑅𝑅𝑛𝑛 −𝐺𝐺 )∆+ 𝛾𝛾∗

    +(𝜌𝜌 .𝑐𝑐𝑝𝑝 .

    𝐷𝐷𝑟𝑟𝑏𝑏

    )

    ∆+ 𝛾𝛾∗met 𝛾𝛾 ∗ = 𝛾𝛾 . (1 + 𝑟𝑟𝑐𝑐

    𝑟𝑟𝑏𝑏)

    Challenges:– Only validated in winter conditions– Only heading state: high percentage of crop coverage

    and low evaporation rate

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Part 2 – Model-based irrigation

    7

    Experimental set-up

    Small-scale hydroponic systems serving as lysimeters

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Part 2 – Model-based irrigation

    8

    Experimental set-up

    Optimal rhizosphere conditions: optimal water- and nutrient availability

    High repeatability

    Mimicking evaporating soil surfaceby using flannel cloth(compared with soil object)

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Part 2 – Model-based irrigation

    9

    Experimental set-upModel requires measurements of 5 variables

    » Rn (net radiation)

    » PAR (irradiation)

    » Ta (air temperature)

    » Tl (leaf temperature)

    » RH (relative humidity)

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Part 2 – Model-based irrigation

    10

    Adaptations to the model of Pollet

    – Adding term for evaporation (Ritchie 1972)

    λE =∆

    ∆ + γ ∗. 𝑅𝑅𝑛𝑛 . 𝑒𝑒−0,398 . 𝑆𝑆

    – Adaptation of the submodel for transpiring surface

    surface vertical projection surface hemisphere with same radius as vp

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Part 2 – Model-based irrigation

    11

    Results:

    • Good diurnal fitting during all growing seasons• Good estimation of total evapotranspiration

    R²=82,7

    94%

    R²=88,4

    104%

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Part 2 – Model-based irrigation

    12

    Results:

    • Good diurnal fitting during all growing seasons• Good estimation of total evapotranspiration

    R²=82,7

    97%

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Part 2 – Model-based irrigation

    13

    Challenge: Reduction of application costMethod: Reduction of amount of sensors

    Calculation of:• Rn out of PAR• Tl out of Ta and PAR

    Decision based on:• high correlation• sensor cost

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Part 2 – Model-based irrigation

    14

    Results:

    • Deduction of Tl and Rn is possible• Accurate estimation of daily and cumulative ET

    R²=94,3

    104%

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Part 2 – Model-based irrigation

    15

    Results:

    • Deduction of Tl and Rn is possible• Accurate estimation of daily and cumulative ET

    R²=84,2

    95%

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Part 2 – Model-based irrigation

    16

    Validation in soil-bound cultivation

    Round Irrigation quantity (L) Crop weight (g) ~Model Standard Model Standard

    1* 9,5 10,0 359 a 337 a2 41,2 41,0 442 a 458 a3 55,5 40,0 542 a 508 b4 91,3 95,5 532 a 530 a

    * modelling started only halfway cultivation round

    ~ means in each row, not followed by the same letter are significanty different at the P

  • Part 3 – On-farm implementation

    17

    sensors

    collector application / user interface

    gateway webserver

    RF GPRS

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Part 3 – On-farm implementation

    18

    • Use of data from climate computer is possible

    • Requires determination of light transmission rate

    • Possibilities (+ cost) for data export vary betweencomputer manufacturers

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Part 3 – On-farm implementation

    19

    User interface(Screenshot)

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Final remarks

    20

    - Appropriate fertilizer selection candelay salt accumulation by reducing the increase in EC, and consequently lowering the rinsing frequency

    - A homogeneous irrigation pattern is primordialto avoid spatial variation in salt accumulation

    - Excessive irrigation can be avoidedby deducting the irrigation quantity from ET-calculationusing the REDUNG-application

    http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008http://www.google.com/url?sa=i&rct=j&q=&esrc=s&frm=1&source=images&cd=&cad=rja&docid=o__6BOVJoScclM&tbnid=-05zIMWFMaN9SM:&ved=0CAUQjRw&url=http://www.west-vlaanderen.be/ondernemen/povlt_labo/&ei=ZAJUUqi4K4Ls0gWTy4GACA&psig=AFQjCNHQIWBt13NXEuSvKmMqWcYVeq8bYQ&ust=1381323739774008

  • Sara Crappé (Project coordinator)

    Peter Bleyaert & Simon Craeye

    Isabel Vandevelde & Stefaan Fabri

    Stefaan De Neve

    Aknowledgements

    21

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  • Questions?

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    Slide Number 1SituationProject objectivesPart 1 – Fertilizer selectionPart 1 – Fertilizer selectionPart 2 – Model-based irrigationPart 2 – Model-based irrigationPart 2 – Model-based irrigationPart 2 – Model-based irrigationPart 2 – Model-based irrigationPart 2 – Model-based irrigationPart 2 – Model-based irrigationPart 2 – Model-based irrigationPart 2 – Model-based irrigationPart 2 – Model-based irrigationPart 2 – Model-based irrigationPart 3 – On-farm implementationPart 3 – On-farm implementationPart 3 – On-farm implementationFinal remarksAknowledgements Slide Number 22