Dynamic Multi-Objective Optimization of Batch Chromatographic Separation Processes
This contribution presents a novel offline dynamic multi-objective optimization framework for high-pressure liquid chromatographic (HPLC) processes in batch elution mode. The framework allows for optimization of general elution trajectories parametrized with piecewise constant control signals. It is...
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Published in | 12th International Symposium on Process Systems Engineering and 25th European Symposium on Computer Aided Process Engineering. Part C Vol. 37; pp. 815 - 820 |
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Main Authors | , , |
Format | Book Chapter Conference Proceeding |
Language | English |
Published |
2015
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Subjects | |
Online Access | Get full text |
ISBN | 9780444634290 0444634290 |
ISSN | 1570-7946 |
DOI | 10.1016/B978-0-444-63578-5.50131-6 |
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Abstract | This contribution presents a novel offline dynamic multi-objective optimization framework for high-pressure liquid chromatographic (HPLC) processes in batch elution mode. The framework allows for optimization of general elution trajectories parametrized with piecewise constant control signals. It is based on a simultaneous method where both the control and state variables are fully discretized in the temporal domain, using orthogonal collocations on finite elements, and the state variables are discretized in the spatial domain, using a finite volume weighted essentially non-oscillatory (WENO) scheme. The resulting finite dimensional nonlinear program (NLP) is solved using a primal-dual interior point method and automatic differentiation techniques. The advantages of this open-loop optimal control methodology are highlighted through the solution of a challenging ternary complex mixture separation problem for a hydrophobic interaction chromatography (HIC) system. For a bi-objective optimization of the target component productivity and yield, subject to a purity constraint, the set of Pareto solutions generated with general elution trajectories showed considerable improvement in the productivity objective when compared to the Pareto set obtained using conventional linear elution trajectories. |
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AbstractList | This contribution presents a novel offline dynamic multi-objective optimization framework for high-pressure liquid chromatographic (HPLC) processes in batch elution mode. The framework allows for optimization of general elution trajectories parametrized with piecewise constant control signals. It is based on a simultaneous method where both the control and state variables are fully discretized in the temporal domain, using orthogonal collocations on finite elements, and the state variables are discretized in the spatial domain, using a finite volume weighted essentially non-oscillatory (WENO) scheme. The resulting finite dimensional nonlinear program (NLP) is solved using a primal-dual interior point method and automatic differentiation techniques. The advantages of this open-loop optimal control methodology are highlighted through the solution of a challenging ternary complex mixture separation problem for a hydrophobic interaction chromatography (HIC) system. For a bi-objective optimization of the target component productivity and yield, subject to a purity constraint, the set of Pareto solutions generated with general elution trajectories showed considerable improvement in the productivity objective when compared to the Pareto set obtained using conventional linear elution trajectories. |
Author | Nilsson, B. Holmqvist, A. Magnusson, F. |
Author_xml | – sequence: 1 givenname: A. surname: Holmqvist fullname: Holmqvist, A. email: Anders.Holmqvist@chemeng.lth.se organization: Department of Chemical Engineering, Lund University, P.O. Box 124, SE-221 00 Lund, Sweden – sequence: 2 givenname: F. surname: Magnusson fullname: Magnusson, F. organization: Department of Automatic Control, Lund University, P.O. Box 118, SE-221 00 Lund, Sweden – sequence: 3 givenname: B. surname: Nilsson fullname: Nilsson, B. organization: Department of Chemical Engineering, Lund University, P.O. Box 124, SE-221 00 Lund, Sweden |
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CorporateAuthor | Institutioner vid LTH Avdelningen för kemiteknik Departments at LTH Lunds universitet Profile areas and other strong research environments Faculty of Engineering, LTH Lunds Tekniska Högskola Lund University ELLIIT: the Linköping-Lund initiative on IT and mobile communication Institutionen för processteknik och tillämpad biovetenskap Strategiska forskningsområden (SFO) Department of Automatic Control Division of Chemical Engineering Institutionen för reglerteknik Strategic research areas (SRA) Department of Process and Life Science Engineering Profilområden och andra starka forskningsmiljöer |
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Editor | Gernaey, Krist V. Gani, Rafiqul Huusom, Jakob K. |
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Keywords | Dynamic multi-objective optimization Collocation Batch chromatography |
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PublicationTitle | 12th International Symposium on Process Systems Engineering and 25th European Symposium on Computer Aided Process Engineering. Part C |
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References | The Modelica Association (bb0070) 2012 Blochwitz, Otter, Arnold, Bausch, Clau, Elmqvist, Junghanns, Mauss, Monteiro, Neidhold, Neumerkel, Olsson, Peetz, Wolf (bb0025) 2011 Andersson, Akesson, Diehl (bb0015) 2012; Vol. 87 Shu (bb0060) 1998; Vol. 1697 Sreedhar, Wagler, Kaspereit, Seidel-Morgenstern (bb0065) 2013; 49 Hindmarsh, Brown, Grant, Lee, Serban, Shumaker (bb0035) 2005; 31 Schmidt-Traub, Schulte, Seidel-Morgenstern (bb0055) 2012 Damtew, Sreedhar, Seidel-Morgenstern (bb0030) 2009; 1216 HSL (bb0040) 2013 Åkesson, Arzen, Gäfvert, Bergdahl, Tummescheit (bb0010) 2010; 34 Magnusson, Akesson (bb0045) 2012 Melander, El Rassi, Horvath (bb0050) 1989; 469 Wächter, Biegler (bb0075) 2006; 106 Biegler (bb0020) 2010 |
References_xml | – volume: 49 start-page: 158 year: 2013 end-page: 169 ident: bb0065 article-title: Optimal cut-times finding strategies for collecting a target component from overloaded elution chromatograms publication-title: Computers & Chemical Engineering – volume: 106 start-page: 25 year: 2006 end-page: 57 ident: bb0075 article-title: On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming publication-title: Mathematical Programming – year: 2011 ident: bb0025 publication-title: The Functional Mockup Interface for tool independent exchange of simulation models – volume: 1216 start-page: 5355 year: 2009 end-page: 5364 ident: bb0030 article-title: Evaluation of the potential of nonlinear gradients for separating a ternary mixture publication-title: Journal of Chromatography A – year: 2013 ident: bb0040 publication-title: A collection of fortran codes for large scale scientific computation – year: 2012 ident: bb0055 publication-title: Preparative Chromatography – volume: 31 start-page: 363 year: 2005 end-page: 396 ident: bb0035 article-title: SUNDIALS: Suite of nonlinear and differential/algebraic equation solvers publication-title: ACM Transactions on Mathematical Software – volume: 34 start-page: 1737 year: 2010 end-page: 1749 ident: bb0010 article-title: Modeling and optimization with Optimica and JModelica.org—Languages and tools for solving large-scale dynamic optimization problems publication-title: Computers & Chemical Engineering – year: 2010 ident: bb0020 publication-title: Nonlinear Programming: Concepts, Algorithms, and Applications to Chemical Processes – year: 2012 ident: bb0045 publication-title: Collocation methods for optimization in a Modelica environment – volume: Vol. 87 start-page: 297 year: 2012 end-page: 307 ident: bb0015 article-title: CasADi: A Symbolic Package for Automatic Differentiation and Optimal Control publication-title: Recent Advances in Algorithmic Differentiation – volume: 469 start-page: 3 year: 1989 end-page: 27 ident: bb0050 article-title: Interplay of hydrophobic and electrostatic interactions in biopolymer chromatography: Effect of salts on the retention of proteins publication-title: Journal of Chromatography A – year: 2012 ident: bb0070 publication-title: The Modelica Association Home Page – volume: Vol. 1697 start-page: 325 year: 1998 end-page: 432 ident: bb0060 article-title: Essentially non-oscillatory and weighted essentially non-oscillatory schemes for hyperbolic conservation laws publication-title: Advanced Numerical Approximation of Nonlinear Hyperbolic Equations |
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SubjectTerms | Batch chromatography Chemical Engineering Collocation Control Engineering Dynamic multi-objective optimization Electrical Engineering, Electronic Engineering, Information Engineering Elektroteknik och elektronik Engineering and Technology Kemiteknik Reglerteknik Teknik |
Title | Dynamic Multi-Objective Optimization of Batch Chromatographic Separation Processes |
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