Review and classification of recent observers applied in chemical process systems

Ali, J.M. and Hoang, N.H. and Hussain, M.A. and Dochain, D. (2015) Review and classification of recent observers applied in chemical process systems. Computers & Chemical Engineering, 76. pp. 27-41. ISSN 0098-1354

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Abstract

Observers are computational algorithms designed to estimate unmeasured state variables due to the lack of appropriate estimating devices or to replace high-priced sensors in a plant. It is always important to estimate those states prior to developing state feedback laws for control and to prevent process disruptions, process shutdowns and even process failures. The diversity of state estimation techniques resulting from intrinsic differences in chemical process systems makes it difficult to select the proper technique from a theoretical or practical point of view for design and implementation in specific applications. Hence, in this paper, we review the applications of recent observers to chemical process systems and classify them into six classes, which differentiate them with respect to their features and assists in the design of observers. Furthermore, we provide guidelines in designing and choosing the observers particular applications, and we discuss the future directions for these observers. (C) 2015 The Authors. Published by Elsevier Ltd.

Item Type: Article
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Ha Hussain, M. A. Dochain, Denis Engineering, Faculty /I-7935-2015 Engineering, Faculty /0000-0002-4848-7052 Viet Nam National Foundation for Science and Technology Development (NAFOSTED) 104.99-2014.74; University of Malaya; Ministry of Higher Education UM.C/HIR/MOHE/ENG/25 The authors are grateful to the University of Malaya and the Ministry of Higher Education in Malaysia for supporting this collaborative work under the high impact research grant UM.C/HIR/MOHE/ENG/25.The Viet Nam National Foundation for Science and Technology Development (NAFOSTED) is acknowledged for financial support through project code 104.99-2014.74. 1 PERGAMON-ELSEVIER SCIENCE LTD OXFORD COMPUT CHEM ENG
Uncontrolled Keywords: Review, observer, state estimation, chemical process, artificial neural-network, model-predictive control, extended kalman filter, stirred-tank reactor unstable nonlinear process, batch distillation column, orthonormal basis filters, high-gain observers, ann-based estimator, state estimation,
Subjects: T Technology > T Technology (General)
T Technology > TP Chemical technology
Divisions: Faculty of Engineering
Depositing User: Mr Jenal S
Date Deposited: 04 Apr 2016 01:13
Last Modified: 04 Apr 2016 01:13
URI: http://eprints.um.edu.my/id/eprint/15727

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