Kinetic Mechanism Reduction Using Genetic Algorithms, Case Study on H2/O2 Reaction
For large and complex reacting systems, computational efficiency becomes a critical issue in process simulation, optimization and model-based control. Mechanism simplification is often a necessity to improve computational speed. We present a novel approach to simplification of reaction networks that...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Iranian Institute of Research and Development in Chemical Industries (IRDCI)-ACECR
2007-09-01
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| Series: | Iranian Journal of Chemistry & Chemical Engineering |
| Subjects: | |
| Online Access: | http://www.ijcce.ac.ir/article_7622_058ee3764a38358794afdde05d518a48.pdf |
| _version_ | 1818127964111372288 |
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| author | Hossein Abedini Mahmoud Reza Pishvaie Ramin Bozorgmehry Boozarjomehry |
| author_facet | Hossein Abedini Mahmoud Reza Pishvaie Ramin Bozorgmehry Boozarjomehry |
| author_sort | Hossein Abedini |
| collection | DOAJ |
| description | For large and complex reacting systems, computational efficiency becomes a critical issue in process simulation, optimization and model-based control. Mechanism simplification is often a necessity to improve computational speed. We present a novel approach to simplification of reaction networks that formulates the model reduction problem as an optimization problem and solves it using genetic algorithm (GA).The aim of simplification kinetics modeling is to derive the simplest reaction system, which retains the essential features of the full system. Numerical results for H2/O2 combustion reaction mechanism illustrate the potential and proficiency of this approach. |
| first_indexed | 2024-12-11T07:25:43Z |
| format | Article |
| id | doaj.art-a541de0af8ec441f8d54a657dca5bea5 |
| institution | Directory Open Access Journal |
| issn | 1021-9986 1021-9986 |
| language | English |
| last_indexed | 2024-12-11T07:25:43Z |
| publishDate | 2007-09-01 |
| publisher | Iranian Institute of Research and Development in Chemical Industries (IRDCI)-ACECR |
| record_format | Article |
| series | Iranian Journal of Chemistry & Chemical Engineering |
| spelling | doaj.art-a541de0af8ec441f8d54a657dca5bea52022-12-22T01:15:58ZengIranian Institute of Research and Development in Chemical Industries (IRDCI)-ACECRIranian Journal of Chemistry & Chemical Engineering1021-99861021-99862007-09-01263197622Kinetic Mechanism Reduction Using Genetic Algorithms, Case Study on H2/O2 ReactionHossein Abedini0Mahmoud Reza Pishvaie1Ramin Bozorgmehry Boozarjomehry2Department of Chemical and Petroleum Engineering, Sharif University of Technology, P.O. Box 11365-9654 Tehran, I.R. IRANDepartment of Chemical and Petroleum Engineering, Sharif University of Technology, P.O. Box 11365-9654 Tehran, I.R. IRANDepartment of Chemical and Petroleum Engineering, Sharif University of Technology, P.O. Box 11365-9654 Tehran, I.R. IRANFor large and complex reacting systems, computational efficiency becomes a critical issue in process simulation, optimization and model-based control. Mechanism simplification is often a necessity to improve computational speed. We present a novel approach to simplification of reaction networks that formulates the model reduction problem as an optimization problem and solves it using genetic algorithm (GA).The aim of simplification kinetics modeling is to derive the simplest reaction system, which retains the essential features of the full system. Numerical results for H2/O2 combustion reaction mechanism illustrate the potential and proficiency of this approach.http://www.ijcce.ac.ir/article_7622_058ee3764a38358794afdde05d518a48.pdfkinetic reductionoptimizationgenetic algorithmsimulationreaction networks |
| spellingShingle | Hossein Abedini Mahmoud Reza Pishvaie Ramin Bozorgmehry Boozarjomehry Kinetic Mechanism Reduction Using Genetic Algorithms, Case Study on H2/O2 Reaction Iranian Journal of Chemistry & Chemical Engineering kinetic reduction optimization genetic algorithm simulation reaction networks |
| title | Kinetic Mechanism Reduction Using Genetic Algorithms, Case Study on H2/O2 Reaction |
| title_full | Kinetic Mechanism Reduction Using Genetic Algorithms, Case Study on H2/O2 Reaction |
| title_fullStr | Kinetic Mechanism Reduction Using Genetic Algorithms, Case Study on H2/O2 Reaction |
| title_full_unstemmed | Kinetic Mechanism Reduction Using Genetic Algorithms, Case Study on H2/O2 Reaction |
| title_short | Kinetic Mechanism Reduction Using Genetic Algorithms, Case Study on H2/O2 Reaction |
| title_sort | kinetic mechanism reduction using genetic algorithms case study on h2 o2 reaction |
| topic | kinetic reduction optimization genetic algorithm simulation reaction networks |
| url | http://www.ijcce.ac.ir/article_7622_058ee3764a38358794afdde05d518a48.pdf |
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