Fuzzy modeling and optimization of biochemical processes: a case study

Citation

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).

Abstract

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.

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Additional Metadata

Item Type:	Conference or Workshop Item (Paper)
Divisions:	Faculty of Science
DOI Number:	https://doi.org/10.1109/ICCCENG.2010.5560350
Publisher:	IEEE
Keywords:	Fuzzy modelling; Biochemical process; Experimental data; Model-based optimization
Depositing User:	Nabilah Mustapa
Date Deposited:	07 Aug 2020 03:00
Last Modified:	07 Aug 2020 03:00
Altmetrics:	http://www.altmetric.com/details.php?domain=psasir.upm.edu.my&doi=10.1109/ICCCENG.2010.5560350
URI:	http://psasir.upm.edu.my/id/eprint/45774
Statistic Details:	View Download Statistic

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