model-based design of integrated horticultural systems ... · model‐based design of integrated...
TRANSCRIPT
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Model‐based design of integrated horticultural systems: contributions using multiobjective optimization
methods
MM. Ould Sidi, F. Lescourret PSH INRA Avignon
I. Grechi Hortsys CIRAD Montpellier XIth ESA Congress, August 29th - September 3rd, 2010, Montpellier, France
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Plan
• Introduction
• The developed model
• The optimization problem
• The proposed approach
• Results
• Conclusion and prospects
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economical requirements
Organoleptic and health quality of fruits
environment preservation:
Reduce the use of pesticides
Adaptation of production processes to improve crop quality and environment safety :
The Integrated Fruit Production:
‐ Rational chemical control
‐ Integration of alternative methods
Introduction
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Stem
‐ Rosettes growth
‐ Growing Shoots growth
Pruning
% growing shoots
N Fertilization
N° shoots
max growth of shoots Aphids’ growth
Intrinsic rate of pop
increase
Fall and damages
Intra‐specific competition coef
Ladybird release
predation
insecticides
mortality
Fruit growth
Thinning
N°fruits
Quality(RI)
Leaf area of the tree
emigration
The developed model
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• Decision variables Pruning
Nitrogen supply
Pesticides characteristics
Winter oil characteristics
Released ladybirds number
• CriteriaFresh massYield Refractometric indexSelling price Total quantity of ladybird instars released Number of insecticide applicationsTotal number of aphidsNumber of growing shoots per tree Proportion of growing shoots > 30cm
The optimization problem
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The proposed approach
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Winter
Full bloom
Season
first« No treatment»
second« Conventional »
third« Organic* »
fourth« Integrated »
×××
S (=3)
٧ ٧٧
٧
Th (=10)Th (=1) Th (=1)
٧
Mfr Yield SP RI nGS pGS30 INS TotN_LA TotN_APH
PR_ECO 2 2 3 2 0 0 0 1 0
PR_DR 2 3 1 0 2 2 0 0 0
ENV_ECO 1 1 2 0 1 0 3 1 1
The proposed approach
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Results Productive-Economic
0 50 100 150 200
8.0
8.5
9.0
9.5
10.0
10.5
11.0
40
60
80
100
120
140
160
180
yield
SP
IR
ANYTCONVBIOLINTG
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Productive-Economic
0 50 100 150 200
0 2
4 6
810
40
60
80
100
120
140
160
180
yield
SP
INS
ANYTCONVBIOLINTG
Results
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Productive-durable
0 50 100 150 200
0.05
0.10
0.15
0.20
0.25
0.30
0.35
40
60
80
100
120
140
160
180
yield
SP
pGS3
0
ANYTCONVBIOLINTG
Results
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Productive-durable
0 50 100 150 200
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0
1
2
3
4
5
6
SP
INS
pGS3
0
ANYTCONVBIOLINTG
Results
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Environ-Economic
0 50 100 150 200
01
23
45
6
40
60
80
100
120
140
160
180
yield
SP
INS
ANYTCONVBIOLINTG
Results
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Environ-Economic
0 50 100 150 200
8.5
9.0
9.5
10.0
10.5
11.0
40
60
80
100
120
140
160
180
yield
SP
IR
ANYTCONVBIOLINTG
Results
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Conclusion & perspectives
• An evolutionary algorithm to design technical scenarios for integrated fruit production
• Exploring a wide search space and identifying potentially interesting and feasible solutions
• Reformulate the optimization problem
• Design and test new protection strategies
• Develop a non‐aggregative approach based on the concept of Pareto dominance.
• Compare theses two approaches
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Thank you for your attention!