Optimal trajectory approximation by cubic splines on fed-batch control problems
| Autor(a) principal: | |
|---|---|
| Data de Publicação: | 2006 |
| Outros Autores: | , |
| 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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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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info:eu-repo/semantics/openAccess |
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openAccess |
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application/pdf |
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