A parametric optimal control problem applied to daily irrigation
We conduct sensitivity analysis of an optimal control problem applied to agricultural irrigation. The aim is to minimize the square of the amount of irrigation water while ensuring the health grow of the crop. A crucial parameter of our model is the percentage of water loss due to deep percolation,...
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Published in | Mathematical modelling of natural phenomena Vol. 20; p. 2 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
2025
|
Online Access | Get full text |
ISSN | 0973-5348 1760-6101 |
DOI | 10.1051/mmnp/2024020 |
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Abstract | We conduct sensitivity analysis of an optimal control problem applied to agricultural irrigation. The aim is to minimize the square of the amount of irrigation water while ensuring the health grow of the crop. A crucial parameter of our model is the percentage of water loss due to deep percolation,
β
, a parameter hard to estimate and subject to perturbations. Thus, our problem is a parametric state constrained optimal control problem with a
L
2
cost. Our goal is to study how perturbations of
β
affect the optimal solutions of our problem using sensitivity analysis of our problem using sensitivity analysis.
To solve numerically our optimal control problem we use the direct method, transcribing the problem into a non-linear programming problem. We show how sensitivity analysis applied to the non-linear programming problem provides information on the variation of optimal solutions of the original problem in terms of
β
. Valid approximations of optimal solution and cost, provided by sensitivity analysis, are computed for values of
β
within of a certain neighbourhood. Remarkably, we show that for all
β
in such neighbourhood, the irrigation period is kept constant. Only the flow rate of irrigation water changes. |
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AbstractList | We conduct sensitivity analysis of an optimal control problem applied to agricultural irrigation. The aim is to minimize the square of the amount of irrigation water while ensuring the health grow of the crop. A crucial parameter of our model is the percentage of water loss due to deep percolation,
β
, a parameter hard to estimate and subject to perturbations. Thus, our problem is a parametric state constrained optimal control problem with a
L
2
cost. Our goal is to study how perturbations of
β
affect the optimal solutions of our problem using sensitivity analysis of our problem using sensitivity analysis.
To solve numerically our optimal control problem we use the direct method, transcribing the problem into a non-linear programming problem. We show how sensitivity analysis applied to the non-linear programming problem provides information on the variation of optimal solutions of the original problem in terms of
β
. Valid approximations of optimal solution and cost, provided by sensitivity analysis, are computed for values of
β
within of a certain neighbourhood. Remarkably, we show that for all
β
in such neighbourhood, the irrigation period is kept constant. Only the flow rate of irrigation water changes. |
Author | Lopes, Sofia O. de Pinho, M. D. R. Lemos-Paião, Ana P. |
Author_xml | – sequence: 1 givenname: Ana P. orcidid: 0000-0003-4592-3426 surname: Lemos-Paião fullname: Lemos-Paião, Ana P. – sequence: 2 givenname: Sofia O. orcidid: 0000-0002-2335-5459 surname: Lopes fullname: Lopes, Sofia O. – sequence: 3 givenname: M. D. R. orcidid: 0000-0001-9276-2317 surname: de Pinho fullname: de Pinho, M. D. R. |
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Cites_doi | 10.1007/978-3-319-78963-7_64 10.1016/j.conengprac.2020.104407 10.1007/s10107-004-0559-y 10.1021/ie900139x 10.1007/978-3-662-04331-8_1 10.1016/S0378-3774(98)00069-9 10.1016/j.agwat.2010.01.020 10.1109/CONTROLO.2018.8514518 10.1016/S1570-7946(08)80120-4 10.2514/2.4231 10.1007/978-1-4615-6103-3_6 10.1016/j.ifacol.2019.11.007 10.1007/978-3-662-04331-8_3 10.1021/bp050028k 10.1007/978-3-319-61276-8_20 10.1007/BF01580677 10.1137/1037043 10.1007/978-3-319-17689-5_5 10.23919/ECC51009.2020.9143701 10.1504/IJHST.2019.098161 10.1016/j.amc.2011.05.093 10.1515/9783110249996 10.1007/978-3-662-04331-8_9 10.1007/BF01585500 10.1007/978-3-662-04331-8 10.1080/02331930412331323854 10.1016/S0005-1098(02)00250-9 10.1007/978-3-0348-8802-8_21 10.1093/reep/reaa004 |
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