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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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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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 |
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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 |
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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. |
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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 |
work_keys_str_mv |
AT desterckesebastien intervalanalysisonnonlinearmonotonicsystemsasanefficienttooltooptimisefreshfoodpackaging AT guillardvalerie intervalanalysisonnonlinearmonotonicsystemsasanefficienttooltooptimisefreshfoodpackaging |
_version_ |
1792497965737181184 |