Optimization of Fed-Batch Reactors by the Luus−Jaakola Optimization Procedure
The presence of numerous local optima makes optimization of fed-batch reactors a challenging problem. In addition, the low sensitivity of the performance index on the control policy makes it very difficult to determine the optimal control policy accurately. As an alternative to iterative dynamic pro...
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Veröffentlicht in: | Industrial & engineering chemistry research 1999-05, Vol.38 (5), p.1948-1955 |
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container_end_page | 1955 |
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container_issue | 5 |
container_start_page | 1948 |
container_title | Industrial & engineering chemistry research |
container_volume | 38 |
creator | Luus, Rein Hennessy, Denis |
description | The presence of numerous local optima makes optimization of fed-batch reactors a challenging problem. In addition, the low sensitivity of the performance index on the control policy makes it very difficult to determine the optimal control policy accurately. As an alternative to iterative dynamic programming, we consider the application of the direct search optimization procedure of Luus and Jaakola (AIChE J. 1973, 19, 760−766) with the recent refinements involving the use of a quadratic penalty function with a shifting term to handle equality constraints. In using the optimization procedure in multipass fashion, we use the extent of variation of the variables in a pass to provide the region size for the beginning of the subsequent pass. In establishing the optimal control policies for three fed-batch reactor models, we show that this approach provides a good way of solving such optimization problems. |
doi_str_mv | 10.1021/ie980731w |
format | Article |
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Eng. Chem. Res</addtitle><description>The presence of numerous local optima makes optimization of fed-batch reactors a challenging problem. In addition, the low sensitivity of the performance index on the control policy makes it very difficult to determine the optimal control policy accurately. As an alternative to iterative dynamic programming, we consider the application of the direct search optimization procedure of Luus and Jaakola (AIChE J. 1973, 19, 760−766) with the recent refinements involving the use of a quadratic penalty function with a shifting term to handle equality constraints. In using the optimization procedure in multipass fashion, we use the extent of variation of the variables in a pass to provide the region size for the beginning of the subsequent pass. In establishing the optimal control policies for three fed-batch reactor models, we show that this approach provides a good way of solving such optimization problems.</description><subject>Applied sciences</subject><subject>Chemical engineering</subject><subject>Exact sciences and technology</subject><subject>Reactors</subject><issn>0888-5885</issn><issn>1520-5045</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>1999</creationdate><recordtype>article</recordtype><recordid>eNpt0L1OwzAQB3ALgUQpDLxBBhgYAnbjr4xQUQoqalWK1M26OLaafrmyE0F5AmYekSchKKgIiemG-_3vdIfQKcGXBHfIVWFSiUVCXvZQi7AOjhmmbB-1sJQyZlKyQ3QUwhxjzBilLTQcbspiVbxBWbh15GzUM3l8A6WeRWMDunQ-RNk2KmcmGlRV-Hz_eABYuCVEf4Ij77TJK2-O0YGFZTAnP7WNnnu3k24_Hgzv7rvXgxgSTso4M9pgY4ByyLS1RmIqOKMsyzqWcWk1yziYXPA85ULThKaWZiBtDpoAT9OkjS6audq7ELyxauOLFfitIlh9f0LtPlHbs8ZuIGhYWg9rXYTfgBCEE1GzuGFFKM3rrg1-obhIBFOT0ZNKx2l_2p0y9Vj788aDDmruKr-uD_5n_RcAfnuN</recordid><startdate>19990503</startdate><enddate>19990503</enddate><creator>Luus, Rein</creator><creator>Hennessy, Denis</creator><general>American Chemical Society</general><scope>BSCLL</scope><scope>IQODW</scope><scope>AAYXX</scope><scope>CITATION</scope></search><sort><creationdate>19990503</creationdate><title>Optimization of Fed-Batch Reactors by the Luus−Jaakola Optimization Procedure</title><author>Luus, Rein ; Hennessy, Denis</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a361t-bece0eea46abcffe80476545bb2f568fc5b6aed76d967c4349f4ba8fdac1a6993</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>1999</creationdate><topic>Applied sciences</topic><topic>Chemical engineering</topic><topic>Exact sciences and technology</topic><topic>Reactors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Luus, Rein</creatorcontrib><creatorcontrib>Hennessy, Denis</creatorcontrib><collection>Istex</collection><collection>Pascal-Francis</collection><collection>CrossRef</collection><jtitle>Industrial & engineering chemistry research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Luus, Rein</au><au>Hennessy, Denis</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Optimization of Fed-Batch Reactors by the Luus−Jaakola Optimization Procedure</atitle><jtitle>Industrial & engineering chemistry research</jtitle><addtitle>Ind. Eng. Chem. Res</addtitle><date>1999-05-03</date><risdate>1999</risdate><volume>38</volume><issue>5</issue><spage>1948</spage><epage>1955</epage><pages>1948-1955</pages><issn>0888-5885</issn><eissn>1520-5045</eissn><coden>IECRED</coden><abstract>The presence of numerous local optima makes optimization of fed-batch reactors a challenging problem. In addition, the low sensitivity of the performance index on the control policy makes it very difficult to determine the optimal control policy accurately. As an alternative to iterative dynamic programming, we consider the application of the direct search optimization procedure of Luus and Jaakola (AIChE J. 1973, 19, 760−766) with the recent refinements involving the use of a quadratic penalty function with a shifting term to handle equality constraints. In using the optimization procedure in multipass fashion, we use the extent of variation of the variables in a pass to provide the region size for the beginning of the subsequent pass. In establishing the optimal control policies for three fed-batch reactor models, we show that this approach provides a good way of solving such optimization problems.</abstract><cop>Washington, DC</cop><pub>American Chemical Society</pub><doi>10.1021/ie980731w</doi><tpages>8</tpages></addata></record> |
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subjects | Applied sciences Chemical engineering Exact sciences and technology Reactors |
title | Optimization of Fed-Batch Reactors by the Luus−Jaakola Optimization Procedure |
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