Comparative evaluation of various control schemes for fed-batch fermentation
The crucial problem associated with control of fed-batch fermentation process is its time-varying characteristics. A successful controller should be able to deal with this feature in addition to the inherent nonlinear characteristics of the process. In this work, various schemes for controlling the...
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my.um.eprints.70732021-02-10T03:41:35Z http://eprints.um.edu.my/7073/ Comparative evaluation of various control schemes for fed-batch fermentation -, Hisbullah Hussain, Mohd Azlan Ramachandran, K.B. TA Engineering (General). Civil engineering (General) TP Chemical technology The crucial problem associated with control of fed-batch fermentation process is its time-varying characteristics. A successful controller should be able to deal with this feature in addition to the inherent nonlinear characteristics of the process. In this work, various schemes for controlling the glucose feed rate of fed-batch baker's yeast fermentation were evaluated. The controllers evaluated are fixed-gain proportional-integral (PI), scheduled-gain PI, adaptive neural network and hybrid neural network PI. The difference between the specific carbon dioxide evolution rate and oxygen uptake rate (QcQo) was used as the controller variable. The evaluation was carried out by observing the performance of the controllers in dealing with setpoint tracking and disturbance rejection. The results confirm the unsatisfactory performance of the conventional controller where significant oscillation and offsets exist. Among the controllers considered, the hybrid neural network PI controller shows good performance. Springer 2002 Article PeerReviewed -, Hisbullah and Hussain, Mohd Azlan and Ramachandran, K.B. (2002) Comparative evaluation of various control schemes for fed-batch fermentation. Bioprocess and Biosystems Engineering, 24 (5). pp. 309-318. ISSN 1615-7591 https://doi.org/10.1007/s00449-001-0272-7 doi:10.1007/s00449-001-0272-7 |
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TA Engineering (General). Civil engineering (General) TP Chemical technology -, Hisbullah Hussain, Mohd Azlan Ramachandran, K.B. Comparative evaluation of various control schemes for fed-batch fermentation |
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The crucial problem associated with control of fed-batch fermentation process is its time-varying characteristics. A successful controller should be able to deal with this feature in addition to the inherent nonlinear characteristics of the process. In this work, various schemes for controlling the glucose feed rate of fed-batch baker's yeast fermentation were evaluated. The controllers evaluated are fixed-gain proportional-integral (PI), scheduled-gain PI, adaptive neural network and hybrid neural network PI. The difference between the specific carbon dioxide evolution rate and oxygen uptake rate (QcQo) was used as the controller variable. The evaluation was carried out by observing the performance of the controllers in dealing with setpoint tracking and disturbance rejection. The results confirm the unsatisfactory performance of the conventional controller where significant oscillation and offsets exist. Among the controllers considered, the hybrid neural network PI controller shows good performance. |
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Article |
author |
-, Hisbullah Hussain, Mohd Azlan Ramachandran, K.B. |
author_facet |
-, Hisbullah Hussain, Mohd Azlan Ramachandran, K.B. |
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-, Hisbullah |
title |
Comparative evaluation of various control schemes for fed-batch fermentation |
title_short |
Comparative evaluation of various control schemes for fed-batch fermentation |
title_full |
Comparative evaluation of various control schemes for fed-batch fermentation |
title_fullStr |
Comparative evaluation of various control schemes for fed-batch fermentation |
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Comparative evaluation of various control schemes for fed-batch fermentation |
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comparative evaluation of various control schemes for fed-batch fermentation |
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Springer |
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2002 |
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http://eprints.um.edu.my/7073/ https://doi.org/10.1007/s00449-001-0272-7 |
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