Optimal Design of Experiments for Liquid–Liquid Equilibria Characterization via Semidefinite Programming

Detalhes bibliográficos
Autor(a) principal: Duarte, Belmiro P. M.
Data de Publicação: 2019
Outros Autores: Atkinson, Anthony C., Granjo, José F. O., Oliveira, Nuno M. C.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10316/107314
https://doi.org/10.3390/pr7110834
Resumo: Liquid–liquid equilibria (LLE) characterization is a task requiring considerable work and appreciable financial resources. Notable savings in time and effort can be achieved when the experimental plans use the methods of the optimal design of experiments that maximize the information obtained. To achieve this goal, a systematic optimization formulation based on Semidefinite Programming is proposed for finding optimal experimental designs for LLE studies carried out at constant pressure and temperature. The non-random two-liquid (NRTL) model is employed to represent species equilibria in both phases. This model, combined with mass balance relationships, provides a means of computing the sensitivities of the measurements to the parameters. To design the experiment, these sensitivities are calculated for a grid of candidate experiments in which initial mixture compositions are varied. The optimal design is found by maximizing criteria based on the Fisher Information Matrix (FIM). Three optimality criteria (D-, A- and E-optimal) are exemplified. The approach is demonstrated for two ternary systems where different sets of parameters are to be estimated.
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spelling Optimal Design of Experiments for Liquid–Liquid Equilibria Characterization via Semidefinite Programmingoptimal design of experimentsapproximate designssemidefinite programmingliquid–liquid equilibriaternary systemsLiquid–liquid equilibria (LLE) characterization is a task requiring considerable work and appreciable financial resources. Notable savings in time and effort can be achieved when the experimental plans use the methods of the optimal design of experiments that maximize the information obtained. To achieve this goal, a systematic optimization formulation based on Semidefinite Programming is proposed for finding optimal experimental designs for LLE studies carried out at constant pressure and temperature. The non-random two-liquid (NRTL) model is employed to represent species equilibria in both phases. This model, combined with mass balance relationships, provides a means of computing the sensitivities of the measurements to the parameters. To design the experiment, these sensitivities are calculated for a grid of candidate experiments in which initial mixture compositions are varied. The optimal design is found by maximizing criteria based on the Fisher Information Matrix (FIM). Three optimality criteria (D-, A- and E-optimal) are exemplified. The approach is demonstrated for two ternary systems where different sets of parameters are to be estimated.MDPI2019info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/10316/107314http://hdl.handle.net/10316/107314https://doi.org/10.3390/pr7110834eng2227-9717Duarte, Belmiro P. M.Atkinson, Anthony C.Granjo, José F. O.Oliveira, Nuno M. C.info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-07-03T09:49:56Zoai:estudogeral.uc.pt:10316/107314Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T21:23:41.113266Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Optimal Design of Experiments for Liquid–Liquid Equilibria Characterization via Semidefinite Programming
title Optimal Design of Experiments for Liquid–Liquid Equilibria Characterization via Semidefinite Programming
spellingShingle Optimal Design of Experiments for Liquid–Liquid Equilibria Characterization via Semidefinite Programming
Duarte, Belmiro P. M.
optimal design of experiments
approximate designs
semidefinite programming
liquid–liquid equilibria
ternary systems
title_short Optimal Design of Experiments for Liquid–Liquid Equilibria Characterization via Semidefinite Programming
title_full Optimal Design of Experiments for Liquid–Liquid Equilibria Characterization via Semidefinite Programming
title_fullStr Optimal Design of Experiments for Liquid–Liquid Equilibria Characterization via Semidefinite Programming
title_full_unstemmed Optimal Design of Experiments for Liquid–Liquid Equilibria Characterization via Semidefinite Programming
title_sort Optimal Design of Experiments for Liquid–Liquid Equilibria Characterization via Semidefinite Programming
author Duarte, Belmiro P. M.
author_facet Duarte, Belmiro P. M.
Atkinson, Anthony C.
Granjo, José F. O.
Oliveira, Nuno M. C.
author_role author
author2 Atkinson, Anthony C.
Granjo, José F. O.
Oliveira, Nuno M. C.
author2_role author
author
author
dc.contributor.author.fl_str_mv Duarte, Belmiro P. M.
Atkinson, Anthony C.
Granjo, José F. O.
Oliveira, Nuno M. C.
dc.subject.por.fl_str_mv optimal design of experiments
approximate designs
semidefinite programming
liquid–liquid equilibria
ternary systems
topic optimal design of experiments
approximate designs
semidefinite programming
liquid–liquid equilibria
ternary systems
description Liquid–liquid equilibria (LLE) characterization is a task requiring considerable work and appreciable financial resources. Notable savings in time and effort can be achieved when the experimental plans use the methods of the optimal design of experiments that maximize the information obtained. To achieve this goal, a systematic optimization formulation based on Semidefinite Programming is proposed for finding optimal experimental designs for LLE studies carried out at constant pressure and temperature. The non-random two-liquid (NRTL) model is employed to represent species equilibria in both phases. This model, combined with mass balance relationships, provides a means of computing the sensitivities of the measurements to the parameters. To design the experiment, these sensitivities are calculated for a grid of candidate experiments in which initial mixture compositions are varied. The optimal design is found by maximizing criteria based on the Fisher Information Matrix (FIM). Three optimality criteria (D-, A- and E-optimal) are exemplified. The approach is demonstrated for two ternary systems where different sets of parameters are to be estimated.
publishDate 2019
dc.date.none.fl_str_mv 2019
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
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status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10316/107314
http://hdl.handle.net/10316/107314
https://doi.org/10.3390/pr7110834
url http://hdl.handle.net/10316/107314
https://doi.org/10.3390/pr7110834
dc.language.iso.fl_str_mv eng
language eng
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