Fed-batch trajectory optimal control problems with cubic splines

Detalhes bibliográficos
Autor(a) principal: Vaz, A. Ismael F.
Data de Publicação: 2006
Outros Autores: Ferreira, Eugénio C., Mota, Alzira
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: https://hdl.handle.net/1822/5933
Resumo: Optimal control problems in fed-batch fermentation processes are often described by sets of nonlinear differential and algebraic equations. The presence of constraints in the state and control variables presents an additional challenge for the optimization of these processes. In the feed trajectory planning optimization problem the tradicional approach consists in computing a linear spline that best fits the optimal feed trajectory. The resulting trajectory is thereof non-differentiable and problems can arise in its practical implementation, resulting in a possible discrepancy between the simulated and real performance. In this paper we develop a technique to obtain a cubic spline for the approximate trajectory, leading to a smooth approximation function. We provide numerical results for a set of case studies where the best trajectory approximation and initial dynamic system conditions are computed. The AMPL modeling language, CVODE ordinary differential equations solver and a particle swarm algorithm were used to obtain the numerical results.
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spelling Fed-batch trajectory optimal control problems with cubic splinesFed-batch optimal controlOrdinary differential equationsNonlinear programmingParticle swarmOptimal control problems in fed-batch fermentation processes are often described by sets of nonlinear differential and algebraic equations. The presence of constraints in the state and control variables presents an additional challenge for the optimization of these processes. In the feed trajectory planning optimization problem the tradicional approach consists in computing a linear spline that best fits the optimal feed trajectory. The resulting trajectory is thereof non-differentiable and problems can arise in its practical implementation, resulting in a possible discrepancy between the simulated and real performance. In this paper we develop a technique to obtain a cubic spline for the approximate trajectory, leading to a smooth approximation function. We provide numerical results for a set of case studies where the best trajectory approximation and initial dynamic system conditions are computed. The AMPL modeling language, CVODE ordinary differential equations solver and a particle swarm algorithm were used to obtain the numerical results.Algoritmi Research CenterFundação para a Ciência e a Tecnologia (FCTUniversidade do MinhoVaz, A. Ismael F.Ferreira, Eugénio C.Mota, Alzira20062006-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/1822/5933eng"WSEAS transactions on systems and control". ISSN 1991-8763. 2:1 (2006) 207-213.1991-8763info: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:RCAAP2023-07-21T12:10:30Zoai:repositorium.sdum.uminho.pt:1822/5933Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T19:02:09.065519Repositório 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 Fed-batch trajectory optimal control problems with cubic splines
title Fed-batch trajectory optimal control problems with cubic splines
spellingShingle Fed-batch trajectory optimal control problems with cubic splines
Vaz, A. Ismael F.
Fed-batch optimal control
Ordinary differential equations
Nonlinear programming
Particle swarm
title_short Fed-batch trajectory optimal control problems with cubic splines
title_full Fed-batch trajectory optimal control problems with cubic splines
title_fullStr Fed-batch trajectory optimal control problems with cubic splines
title_full_unstemmed Fed-batch trajectory optimal control problems with cubic splines
title_sort Fed-batch trajectory optimal control problems with cubic splines
author Vaz, A. Ismael F.
author_facet Vaz, A. Ismael F.
Ferreira, Eugénio C.
Mota, Alzira
author_role author
author2 Ferreira, Eugénio C.
Mota, Alzira
author2_role author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Vaz, A. Ismael F.
Ferreira, Eugénio C.
Mota, Alzira
dc.subject.por.fl_str_mv Fed-batch optimal control
Ordinary differential equations
Nonlinear programming
Particle swarm
topic Fed-batch optimal control
Ordinary differential equations
Nonlinear programming
Particle swarm
description Optimal control problems in fed-batch fermentation processes are often described by sets of nonlinear differential and algebraic equations. The presence of constraints in the state and control variables presents an additional challenge for the optimization of these processes. In the feed trajectory planning optimization problem the tradicional approach consists in computing a linear spline that best fits the optimal feed trajectory. The resulting trajectory is thereof non-differentiable and problems can arise in its practical implementation, resulting in a possible discrepancy between the simulated and real performance. In this paper we develop a technique to obtain a cubic spline for the approximate trajectory, leading to a smooth approximation function. We provide numerical results for a set of case studies where the best trajectory approximation and initial dynamic system conditions are computed. The AMPL modeling language, CVODE ordinary differential equations solver and a particle swarm algorithm were used to obtain the numerical results.
publishDate 2006
dc.date.none.fl_str_mv 2006
2006-01-01T00:00:00Z
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dc.identifier.uri.fl_str_mv https://hdl.handle.net/1822/5933
url https://hdl.handle.net/1822/5933
dc.language.iso.fl_str_mv eng
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dc.relation.none.fl_str_mv "WSEAS transactions on systems and control". ISSN 1991-8763. 2:1 (2006) 207-213.
1991-8763
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repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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