Optimal trajectory approximation by cubic splines on fed-batch control problems

Detalhes bibliográficos
Autor(a) principal: Vaz, A. Ismael F.
Data de Publicação: 2006
Outros Autores: Ferreira, Eugénio C., Mota, Alzira
Idioma: eng
Título da fonte: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Texto Completo: https://hdl.handle.net/1822/6075
Resumo: Optimal control problems appear in several engineering fields and in particular on the control of fedbatch fermentation processes. These problems are often described by sets of nonlinear differential and algebraic equations, usually subject to constraints in the state and control variables. Tradicional approaches to the optimal feed trajectory computation consists in getting a linear spline that approximates the trajectory, which optimizes a given performance of the fed-batch fermentation process. This approach leads to non-differentiable trajectories that can pose some problems to implement in practice, resulting in a possible discrepancy of the simulated and real performances. 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 AMPL modeling language, CVODE ordinary differential equations solver and a particle swarm algorithm were used.
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spelling Optimal trajectory approximation by cubic splines on fed-batch control problemsFed-batch optimal controlOrdinary differential equationsNonlinear programmingOptimal control problems appear in several engineering fields and in particular on the control of fedbatch fermentation processes. These problems are often described by sets of nonlinear differential and algebraic equations, usually subject to constraints in the state and control variables. Tradicional approaches to the optimal feed trajectory computation consists in getting a linear spline that approximates the trajectory, which optimizes a given performance of the fed-batch fermentation process. This approach leads to non-differentiable trajectories that can pose some problems to implement in practice, resulting in a possible discrepancy of the simulated and real performances. 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 AMPL modeling language, CVODE ordinary differential equations solver and a particle swarm algorithm were used.Algoritmi Research Center.Fundação para a Ciência e a Tecnologia (FCT).Universidade do MinhoVaz, A. Ismael F.Ferreira, Eugénio C.Mota, Alzira2006-12-162006-12-16T00:00:00Zconference paperinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://hdl.handle.net/1822/6075engWSEAS INTERNATIONAL CONFERENCE ON SYSTEM SCIENCE AND SIMULATION IN ENGINEERING, 5, Tenerife, Canary Islands, Spain, 2006 – “Proceedings of the 5th WSEAS International Conference on System Science and Simulation in Engineering”. [S.l. : s.n.], 2006. p. 130-135.info:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2024-05-11T07:10:40Zoai:repositorium.sdum.uminho.pt:1822/6075Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T16:18:08.634202Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Optimal trajectory approximation by cubic splines on fed-batch control problems
title Optimal trajectory approximation by cubic splines on fed-batch control problems
spellingShingle Optimal trajectory approximation by cubic splines on fed-batch control problems
Vaz, A. Ismael F.
Fed-batch optimal control
Ordinary differential equations
Nonlinear programming
title_short Optimal trajectory approximation by cubic splines on fed-batch control problems
title_full Optimal trajectory approximation by cubic splines on fed-batch control problems
title_fullStr Optimal trajectory approximation by cubic splines on fed-batch control problems
title_full_unstemmed Optimal trajectory approximation by cubic splines on fed-batch control problems
title_sort Optimal trajectory approximation by cubic splines on fed-batch control problems
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
topic Fed-batch optimal control
Ordinary differential equations
Nonlinear programming
description Optimal control problems appear in several engineering fields and in particular on the control of fedbatch fermentation processes. These problems are often described by sets of nonlinear differential and algebraic equations, usually subject to constraints in the state and control variables. Tradicional approaches to the optimal feed trajectory computation consists in getting a linear spline that approximates the trajectory, which optimizes a given performance of the fed-batch fermentation process. This approach leads to non-differentiable trajectories that can pose some problems to implement in practice, resulting in a possible discrepancy of the simulated and real performances. 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 AMPL modeling language, CVODE ordinary differential equations solver and a particle swarm algorithm were used.
publishDate 2006
dc.date.none.fl_str_mv 2006-12-16
2006-12-16T00:00:00Z
dc.type.driver.fl_str_mv conference paper
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://hdl.handle.net/1822/6075
url https://hdl.handle.net/1822/6075
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv WSEAS INTERNATIONAL CONFERENCE ON SYSTEM SCIENCE AND SIMULATION IN ENGINEERING, 5, Tenerife, Canary Islands, Spain, 2006 – “Proceedings of the 5th WSEAS International Conference on System Science and Simulation in Engineering”. [S.l. : s.n.], 2006. p. 130-135.
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