Optimization of substrate feed flow rate for fed-batch yeast fermentation process

Teo, Kenneth Tze Kin and Tham , Heng Jin and Tan, M. K. (2010) Optimization of substrate feed flow rate for fed-batch yeast fermentation process. In: 2nd International Conference on Computational Intelligence, Modelling and Simulation, CIMSim 2010, 28-30 September 2010, Bali, Indonesia.

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Abstract

This paper presents Q-Learning (QL) algorithm based on optimization method to determine optimal glucose feed flow rate profile for the yeast fermentation process. The optimal profile is able to maximize the yeast concentration at the end of the process, meanwhile to minimize the formation of ethanol during the process. The proposed approach is tested under four case studies, which are different in initial yeast and glucose concentration. The results show that the proposed approach is able to control the process in a satisfactory way

Item Type: Conference or Workshop Item (UNSPECIFIED)
Keyword: Fed batches, Feed flow rate, Glucose concentration, Optimization method, Q-learning, Yeast fermentation
Subjects: T Technology > TP Chemical technology > TP1-1185 Chemical technology > TP248.13-248.65 Biotechnology
Q Science > QA Mathematics > QA1-939 Mathematics > QA71-90 Instruments and machines > QA75-76.95 Calculating machines
Department: SCHOOL > School of Engineering and Information Technology
Depositing User: ADMIN ADMIN
Date Deposited: 09 Apr 2012 16:57
Last Modified: 29 Dec 2014 16:15
URI: https://eprints.ums.edu.my/id/eprint/3926

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