Interval analysis on non-linear monotonic systems as an efficient tool to optimise fresh food packaging

When few data or information are available, the validity of studies performing uncertainty analysis or robust design optimisation (i.e., parameter optimisation under uncertainty) with a probabilistic approach is questionable. This is particularly true in some agronomical fields, where parameter and variable uncertainties are often quantified by a handful of measurements or by expert opinions. In this paper, we propose a simple alternative approach based on interval analysis, which avoids the pitfalls of a classical probabilistic approach. We propose simple methods to achieve uncertainty propagation, parameter optimisation and sensitivity analysis in cases where the model satisfies some monotonic properties. As a real-world case study, we interest ourselves to the application developed in our laboratory that has motivated the present work, that is the design of sustainable food packaging preserving fresh fruits and vegetables as long as possible.

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Main Authors: Destercke, Sébastien, Guillard, Valérie
Format: article biblioteca
Language:eng
Subjects:U10 - Informatique, mathématiques et statistiques, Q80 - Conditionnement, modèle mathématique, matériel de conditionnement, produit alimentaire, http://aims.fao.org/aos/agrovoc/c_24199, http://aims.fao.org/aos/agrovoc/c_25748, http://aims.fao.org/aos/agrovoc/c_3032,
Online Access:http://agritrop.cirad.fr/561844/
http://agritrop.cirad.fr/561844/1/document_561844.pdf
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spelling dig-cirad-fr-5618442024-01-28T19:42:41Z http://agritrop.cirad.fr/561844/ http://agritrop.cirad.fr/561844/ Interval analysis on non-linear monotonic systems as an efficient tool to optimise fresh food packaging. Destercke Sébastien, Guillard Valérie. 2011. Computers and Electronics in Agriculture, 79 (2) : 116-124.https://doi.org/10.1016/j.compag.2011.08.014 <https://doi.org/10.1016/j.compag.2011.08.014> Interval analysis on non-linear monotonic systems as an efficient tool to optimise fresh food packaging Destercke, Sébastien Guillard, Valérie eng 2011 Computers and Electronics in Agriculture U10 - Informatique, mathématiques et statistiques Q80 - Conditionnement modèle mathématique matériel de conditionnement produit alimentaire http://aims.fao.org/aos/agrovoc/c_24199 http://aims.fao.org/aos/agrovoc/c_25748 http://aims.fao.org/aos/agrovoc/c_3032 When few data or information are available, the validity of studies performing uncertainty analysis or robust design optimisation (i.e., parameter optimisation under uncertainty) with a probabilistic approach is questionable. This is particularly true in some agronomical fields, where parameter and variable uncertainties are often quantified by a handful of measurements or by expert opinions. In this paper, we propose a simple alternative approach based on interval analysis, which avoids the pitfalls of a classical probabilistic approach. We propose simple methods to achieve uncertainty propagation, parameter optimisation and sensitivity analysis in cases where the model satisfies some monotonic properties. As a real-world case study, we interest ourselves to the application developed in our laboratory that has motivated the present work, that is the design of sustainable food packaging preserving fresh fruits and vegetables as long as possible. article info:eu-repo/semantics/article Journal Article info:eu-repo/semantics/publishedVersion http://agritrop.cirad.fr/561844/1/document_561844.pdf application/pdf Cirad license info:eu-repo/semantics/restrictedAccess https://agritrop.cirad.fr/mention_legale.html https://doi.org/10.1016/j.compag.2011.08.014 10.1016/j.compag.2011.08.014 info:eu-repo/semantics/altIdentifier/doi/10.1016/j.compag.2011.08.014 info:eu-repo/semantics/altIdentifier/purl/https://doi.org/10.1016/j.compag.2011.08.014
institution CIRAD FR
collection DSpace
country Francia
countrycode FR
component Bibliográfico
access En linea
databasecode dig-cirad-fr
tag biblioteca
region Europa del Oeste
libraryname Biblioteca del CIRAD Francia
language eng
topic U10 - Informatique, mathématiques et statistiques
Q80 - Conditionnement
modèle mathématique
matériel de conditionnement
produit alimentaire
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_25748
http://aims.fao.org/aos/agrovoc/c_3032
U10 - Informatique, mathématiques et statistiques
Q80 - Conditionnement
modèle mathématique
matériel de conditionnement
produit alimentaire
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_25748
http://aims.fao.org/aos/agrovoc/c_3032
spellingShingle U10 - Informatique, mathématiques et statistiques
Q80 - Conditionnement
modèle mathématique
matériel de conditionnement
produit alimentaire
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_25748
http://aims.fao.org/aos/agrovoc/c_3032
U10 - Informatique, mathématiques et statistiques
Q80 - Conditionnement
modèle mathématique
matériel de conditionnement
produit alimentaire
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_25748
http://aims.fao.org/aos/agrovoc/c_3032
Destercke, Sébastien
Guillard, Valérie
Interval analysis on non-linear monotonic systems as an efficient tool to optimise fresh food packaging
description When few data or information are available, the validity of studies performing uncertainty analysis or robust design optimisation (i.e., parameter optimisation under uncertainty) with a probabilistic approach is questionable. This is particularly true in some agronomical fields, where parameter and variable uncertainties are often quantified by a handful of measurements or by expert opinions. In this paper, we propose a simple alternative approach based on interval analysis, which avoids the pitfalls of a classical probabilistic approach. We propose simple methods to achieve uncertainty propagation, parameter optimisation and sensitivity analysis in cases where the model satisfies some monotonic properties. As a real-world case study, we interest ourselves to the application developed in our laboratory that has motivated the present work, that is the design of sustainable food packaging preserving fresh fruits and vegetables as long as possible.
format article
topic_facet U10 - Informatique, mathématiques et statistiques
Q80 - Conditionnement
modèle mathématique
matériel de conditionnement
produit alimentaire
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_25748
http://aims.fao.org/aos/agrovoc/c_3032
author Destercke, Sébastien
Guillard, Valérie
author_facet Destercke, Sébastien
Guillard, Valérie
author_sort Destercke, Sébastien
title Interval analysis on non-linear monotonic systems as an efficient tool to optimise fresh food packaging
title_short Interval analysis on non-linear monotonic systems as an efficient tool to optimise fresh food packaging
title_full Interval analysis on non-linear monotonic systems as an efficient tool to optimise fresh food packaging
title_fullStr Interval analysis on non-linear monotonic systems as an efficient tool to optimise fresh food packaging
title_full_unstemmed Interval analysis on non-linear monotonic systems as an efficient tool to optimise fresh food packaging
title_sort interval analysis on non-linear monotonic systems as an efficient tool to optimise fresh food packaging
url http://agritrop.cirad.fr/561844/
http://agritrop.cirad.fr/561844/1/document_561844.pdf
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