Fuzzy modeling and optimization of biochemical processes: a case study
This paper presents an application of a neuro-fuzzy modeling approach in order to characterize essential behavior of biological processes. The gathered information from experiments was employed to develop a fuzzy model for an enzyme-catalyzed esterification process. The accuracy of developed model w...
| Main Authors: | , , |
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| Format: | Conference or Workshop Item |
| Language: | English |
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IEEE
2010
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| Online Access: | http://psasir.upm.edu.my/id/eprint/45774/1/Fuzzy%20modeling%20and%20optimization%20of%20biochemical%20processes%20a%20case%20study.pdf |
| _version_ | 1825929596087828480 |
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| author | Chaibakhsh, Ali Langroodi, Naz Chaibakhsh Abdul Rahman, Mohd Basyaruddin |
| author_facet | Chaibakhsh, Ali Langroodi, Naz Chaibakhsh Abdul Rahman, Mohd Basyaruddin |
| author_sort | Chaibakhsh, Ali |
| collection | UPM |
| description | This paper presents an application of a neuro-fuzzy modeling approach in order to characterize essential behavior of biological processes. The gathered information from experiments was employed to develop a fuzzy model for an enzyme-catalyzed esterification process. The accuracy of developed model was validated by comparing the response of the model and actual data from experiments. A model-based optimization was preformed to obtain the best operating conditions by using the developed model for esterification process. The optimization was carried out for global and constrained solutions. The obtained results show the accuracy and feasibility of proposed algorithm for optimization of biological processes. |
| first_indexed | 2024-03-06T08:59:02Z |
| format | Conference or Workshop Item |
| id | upm.eprints-45774 |
| institution | Universiti Putra Malaysia |
| language | English |
| last_indexed | 2024-03-06T08:59:02Z |
| publishDate | 2010 |
| publisher | IEEE |
| record_format | dspace |
| spelling | upm.eprints-457742020-08-07T03:00:09Z http://psasir.upm.edu.my/id/eprint/45774/ Fuzzy modeling and optimization of biochemical processes: a case study Chaibakhsh, Ali Langroodi, Naz Chaibakhsh Abdul Rahman, Mohd Basyaruddin This paper presents an application of a neuro-fuzzy modeling approach in order to characterize essential behavior of biological processes. The gathered information from experiments was employed to develop a fuzzy model for an enzyme-catalyzed esterification process. The accuracy of developed model was validated by comparing the response of the model and actual data from experiments. A model-based optimization was preformed to obtain the best operating conditions by using the developed model for esterification process. The optimization was carried out for global and constrained solutions. The obtained results show the accuracy and feasibility of proposed algorithm for optimization of biological processes. IEEE 2010 Conference or Workshop Item PeerReviewed text en http://psasir.upm.edu.my/id/eprint/45774/1/Fuzzy%20modeling%20and%20optimization%20of%20biochemical%20processes%20a%20case%20study.pdf Chaibakhsh, Ali and Langroodi, Naz Chaibakhsh and Abdul Rahman, Mohd Basyaruddin (2010) Fuzzy modeling and optimization of biochemical processes: a case study. In: 2010 International Conference on Chemistry and Chemical Engineering (ICCCE 2010), 1-3 Aug. 2010, Kyoto, Japan. (pp. 11-15). 10.1109/ICCCENG.2010.5560350 |
| spellingShingle | Chaibakhsh, Ali Langroodi, Naz Chaibakhsh Abdul Rahman, Mohd Basyaruddin Fuzzy modeling and optimization of biochemical processes: a case study |
| title | Fuzzy modeling and optimization of biochemical processes: a case study |
| title_full | Fuzzy modeling and optimization of biochemical processes: a case study |
| title_fullStr | Fuzzy modeling and optimization of biochemical processes: a case study |
| title_full_unstemmed | Fuzzy modeling and optimization of biochemical processes: a case study |
| title_short | Fuzzy modeling and optimization of biochemical processes: a case study |
| title_sort | fuzzy modeling and optimization of biochemical processes a case study |
| url | http://psasir.upm.edu.my/id/eprint/45774/1/Fuzzy%20modeling%20and%20optimization%20of%20biochemical%20processes%20a%20case%20study.pdf |
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