Recursive least squares-based adaptive control of a biodiesel transesterification reactor

Proper control of biodiesel reactors poses a number of challenges. These arise from the presence of multiple chemical reactions, the complex heat and mass transfer characteristics, and the highly nonlinear dynamics. In this work, a new adaptive control scheme was implemented to automatically tune th...

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Main Authors: Kuen, H.Y., Mjalli, F.S., Koon, Y.H.
Format: Article
Published: American Chemical Society 2010
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Online Access:http://eprints.um.edu.my/11959/
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Institution: Universiti Malaya
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spelling my.um.eprints.119592015-01-13T06:46:12Z http://eprints.um.edu.my/11959/ Recursive least squares-based adaptive control of a biodiesel transesterification reactor Kuen, H.Y. Mjalli, F.S. Koon, Y.H. QD Chemistry Proper control of biodiesel reactors poses a number of challenges. These arise from the presence of multiple chemical reactions, the complex heat and mass transfer characteristics, and the highly nonlinear dynamics. In this work, a new adaptive control scheme was implemented to automatically tune the controller on the basis of the most recent updated process dynamics. This scheme demonstrates the powerful integration of an online process modeling tool (recursive least squares, RLS) into a renowned and yet simple model-based controller design method (internal model control, IMC). Two adaptive control loops were designed, in which the sampling time of the RLS algorithm and the IMC closed loop time constant were determined by constrained optimization with the genetic algorithm. Comparison with conventional PID controllers revealed the superiority of the new adaptive control scheme in set point tracking. Good disturbance rejection properties were also demonstrated by the new adaptive control scheme. The results attained in this work demonstrate that a good adaptive control scheme can be implemented for the biodiesel transesterification reactors with minimal knowledge about the process model. American Chemical Society 2010 Article PeerReviewed Kuen, H.Y. and Mjalli, F.S. and Koon, Y.H. (2010) Recursive least squares-based adaptive control of a biodiesel transesterification reactor. Industrial & Engineering Chemistry Research, 49 (22). pp. 11434-11442.
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 QD Chemistry
spellingShingle QD Chemistry
Kuen, H.Y.
Mjalli, F.S.
Koon, Y.H.
Recursive least squares-based adaptive control of a biodiesel transesterification reactor
description Proper control of biodiesel reactors poses a number of challenges. These arise from the presence of multiple chemical reactions, the complex heat and mass transfer characteristics, and the highly nonlinear dynamics. In this work, a new adaptive control scheme was implemented to automatically tune the controller on the basis of the most recent updated process dynamics. This scheme demonstrates the powerful integration of an online process modeling tool (recursive least squares, RLS) into a renowned and yet simple model-based controller design method (internal model control, IMC). Two adaptive control loops were designed, in which the sampling time of the RLS algorithm and the IMC closed loop time constant were determined by constrained optimization with the genetic algorithm. Comparison with conventional PID controllers revealed the superiority of the new adaptive control scheme in set point tracking. Good disturbance rejection properties were also demonstrated by the new adaptive control scheme. The results attained in this work demonstrate that a good adaptive control scheme can be implemented for the biodiesel transesterification reactors with minimal knowledge about the process model.
format Article
author Kuen, H.Y.
Mjalli, F.S.
Koon, Y.H.
author_facet Kuen, H.Y.
Mjalli, F.S.
Koon, Y.H.
author_sort Kuen, H.Y.
title Recursive least squares-based adaptive control of a biodiesel transesterification reactor
title_short Recursive least squares-based adaptive control of a biodiesel transesterification reactor
title_full Recursive least squares-based adaptive control of a biodiesel transesterification reactor
title_fullStr Recursive least squares-based adaptive control of a biodiesel transesterification reactor
title_full_unstemmed Recursive least squares-based adaptive control of a biodiesel transesterification reactor
title_sort recursive least squares-based adaptive control of a biodiesel transesterification reactor
publisher American Chemical Society
publishDate 2010
url http://eprints.um.edu.my/11959/
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