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Decomposition Method
Irrigation Management
Standard Deviation
Irrigation Water Use Efficiency
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P 2 hierarchical decomposition procedure: application to irrigation strategies design
P 2 hierarchical decomposition procedure: application to irrigation strategies design,10.1007/s12351-009-0040-z,Operational Research,Olivier Crespo,J.
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P 2 hierarchical decomposition procedure: application to irrigation strategies design
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Citations: 3
)
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Olivier Crespo
,
J. E. Bergez
,
F. Garcia
Optimization by simulation of agricultural practices can help to improve irrigation
water use
efficiency. This work introduces an efficient hierarchical
decomposition method
to design
irrigation management
strategies that is modeled as a continuous stochastic problem. Various combinations of selection (greedy, Pareto-based), division (middle, pivot, maximization) and evaluation techniques (global, standard deviation) were tested. We present results of an 8-continuous-parameter irrigation strategies design. Two criteria were chosen to evaluate the different combinations: the achieved direct margin, and the number of simulation runs that were needed to reach it. Selection techniques impacted the resolution time, while the evaluation techniques impacted the direct margin efficiency. Based on the two former criteria, the trade-off combination of greedy selection, pivot partition and average value evaluation appeared to be the most efficient to design irrigation strategies.
Journal:
Operational Research - ORIJ
, vol. 11, no. 1, pp. 19-39, 2011
DOI:
10.1007/s12351-009-0040-z
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Citation Context
(2)
...They include gradient-based optimization methods, evolutionary algorithms, simulated annealing, or neural networks (
Crespo et al. 2009
)...
...Two criteria were used to evaluate solutions: the direct margin and the number of simulation runs required to reach it (
Crespo et al. 2009
)...
Mohamed-Mahmoud Ould-Sidi
,
et al.
Model-based design of integrated production systems: a review
...The P 2q algorithm is an extension of the P 2a ndP 2p algorithms we introduced in
Crespo et al. (2008)
and Bergez et al. (2004)...
...The three main steps of selection, division and evaluation are discussed in
Crespo et al. (2008)
...
O. Crespo
,
et al.
P 2 q hierarchical decomposition algorithm for quantile optimization: ...
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Citations
(3)
Anaerobic acidification of sugar-beet processing wastes: Effect of operational parameters
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P 2 q hierarchical decomposition algorithm for quantile optimization: application to irrigation strategies design
(
Citations: 1
)
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,
J. É. Bergez
,
F. Garcia
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