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Optimal control of batch reactors using generic model control (GMC) and neural network

On-line implementation of the optimal reactor temperature profiles in batch reactors is considered here. The optimal reactor temperature profiles are obtained by solving dynamic optimisation problems off-line to achieve maximum conversion to the desired product. Generic Model Control (GMC) algorithm...

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Main Authors: Aziz, N., Hussain, Mohd Azlan, Mujtaba, I.M.
Format: Article
Published: Elsevier 2000
Subjects:
TA Engineering (General). Civil engineering (General)
TP Chemical technology
Online Access:http://eprints.um.edu.my/7093/
http://www.scopus.com/inward/record.url?eid=2-s2.0-33747412716&partnerID=40&md5=5b1b30263c1b013c3fbe5141a4bd821b
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spelling my.um.eprints.70932021-02-10T03:29:50Z http://eprints.um.edu.my/7093/ Optimal control of batch reactors using generic model control (GMC) and neural network Aziz, N. Hussain, Mohd Azlan Mujtaba, I.M. TA Engineering (General). Civil engineering (General) TP Chemical technology On-line implementation of the optimal reactor temperature profiles in batch reactors is considered here. The optimal reactor temperature profiles are obtained by solving dynamic optimisation problems off-line to achieve maximum conversion to the desired product. Generic Model Control (GMC) algorithm is used to design the controller to track the optimal temperature profiles (dynamic set points). Neural Network technique is used as the on-line estimator to estimate the amount of heat released by the chemical reaction. A complex reaction scheme is considered in this work to illustrate the ideas. The results clearly show that the GMC controller coupled with a Neural Network based estimator tracks the optimal temperature profiles very well to obtain the desired products on target. Elsevier 2000 Article PeerReviewed Aziz, N. and Hussain, Mohd Azlan and Mujtaba, I.M. (2000) Optimal control of batch reactors using generic model control (GMC) and neural network. Computer Aided Chemical Engineering, 8. pp. 175-180. ISSN 1570-7946 http://www.scopus.com/inward/record.url?eid=2-s2.0-33747412716&partnerID=40&md5=5b1b30263c1b013c3fbe5141a4bd821b
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic TA Engineering (General). Civil engineering (General)
TP Chemical technology
spellingShingle TA Engineering (General). Civil engineering (General)
TP Chemical technology
Aziz, N.
Hussain, Mohd Azlan
Mujtaba, I.M.
Optimal control of batch reactors using generic model control (GMC) and neural network
description On-line implementation of the optimal reactor temperature profiles in batch reactors is considered here. The optimal reactor temperature profiles are obtained by solving dynamic optimisation problems off-line to achieve maximum conversion to the desired product. Generic Model Control (GMC) algorithm is used to design the controller to track the optimal temperature profiles (dynamic set points). Neural Network technique is used as the on-line estimator to estimate the amount of heat released by the chemical reaction. A complex reaction scheme is considered in this work to illustrate the ideas. The results clearly show that the GMC controller coupled with a Neural Network based estimator tracks the optimal temperature profiles very well to obtain the desired products on target.
format Article
author Aziz, N.
Hussain, Mohd Azlan
Mujtaba, I.M.
author_facet Aziz, N.
Hussain, Mohd Azlan
Mujtaba, I.M.
author_sort Aziz, N.
title Optimal control of batch reactors using generic model control (GMC) and neural network
title_short Optimal control of batch reactors using generic model control (GMC) and neural network
title_full Optimal control of batch reactors using generic model control (GMC) and neural network
title_fullStr Optimal control of batch reactors using generic model control (GMC) and neural network
title_full_unstemmed Optimal control of batch reactors using generic model control (GMC) and neural network
title_sort optimal control of batch reactors using generic model control (gmc) and neural network
publisher Elsevier
publishDate 2000
url http://eprints.um.edu.my/7093/
http://www.scopus.com/inward/record.url?eid=2-s2.0-33747412716&partnerID=40&md5=5b1b30263c1b013c3fbe5141a4bd821b
_version_ 1691733424896737280
score 13.211869

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