Review and classification of recent observers applied in chemical process systems

被引:182
作者
Ali, Jarinah Mohd [1 ]
Hoang, N. Ha [2 ]
Hussain, M. A. [1 ]
Dochain, Denis [3 ]
机构
[1] Univ Malaya, Dept Chem Engn, Fac Engn, Kuala Lumpur 50603, Malaysia
[2] Univ Technol, VNU HCM, Fac Chem Engn, Hcm City, Vietnam
[3] Catholic Univ Louvain, CESAME, B-1348 Louvain La Neuve, Belgium
关键词
Review; Observer; State estimation; Chemical process; ARTIFICIAL NEURAL-NETWORK; EXTENDED KALMAN FILTER; SLIDING-MODE OBSERVER; REACTIVE BATCH DISTILLATION; NONLINEAR STATE ESTIMATION; ORTHONORMAL BASIS FILTERS; ANN-BASED ESTIMATOR; PARAMETER-ESTIMATION; ONLINE ESTIMATION; REDUCED-ORDER;
D O I
10.1016/j.compchemeng.2015.01.019
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
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.
引用
收藏
页码:27 / 41
页数:15
相关论文
共 210 条
[81]   Improving continuous-discrete interval observers with application to microalgae-based bioprocesses [J].
Goffaux, G. ;
Wouwer, A. Vande ;
Bernard, O. .
JOURNAL OF PROCESS CONTROL, 2009, 19 (07) :1182-1190
[82]   Nonlinear regulation for a continuous bioreactor via a numerical uncertainty observer [J].
Gonzalez, J ;
Aguilar, R ;
Alvarez-Ramirez, J ;
Barron, MA .
CHEMICAL ENGINEERING JOURNAL, 1998, 69 (02) :105-110
[83]   Sliding mode observer-based control for a class of bioreactors [J].
Gonzalez, J ;
Fernandez, G ;
Aguilar, R ;
Barron, M ;
Alvarez-Ramirez, J .
CHEMICAL ENGINEERING JOURNAL, 2001, 83 (01) :25-32
[84]   Passivity-based nonlinear control of CSTR via asymptotic observers [J].
Ha Hoang, N. ;
Couenne, F. ;
Le Gorrec, Y. ;
Chen, C. L. ;
Ydstie, B. Erik .
ANNUAL REVIEWS IN CONTROL, 2013, 37 (02) :278-288
[85]   Estimation of uncertain models of activated sludge processes with interval observers [J].
Hadj-Sadok, MZ ;
Gouzé, JL .
JOURNAL OF PROCESS CONTROL, 2001, 11 (03) :299-310
[86]   Chattering free with noise reduction in sliding-mode observers using frequency domain analysis [J].
Hajatipour, M. ;
Farrokhi, M. .
JOURNAL OF PROCESS CONTROL, 2010, 20 (08) :912-921
[87]   Observers for linear positive systems [J].
Hardin, Hanna M. ;
van Schuppen, Jan H. .
LINEAR ALGEBRA AND ITS APPLICATIONS, 2007, 425 (2-3) :571-607
[88]   Anti-saturation discrete-time nonlinear controllers and observers [J].
Hashimoto, Y ;
Matsumoto, K ;
Matsuo, T ;
Hamaguchi, T ;
Yoneya, A ;
Togari, Y .
COMPUTERS & CHEMICAL ENGINEERING, 2000, 24 (2-7) :815-821
[89]   NONLINEAR CONTROLLABILITY AND OBSERVABILITY [J].
HERMANN, R ;
KRENER, AJ .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1977, 22 (05) :728-740
[90]  
Hidayat Z., 2011, 2011 IEEE International Symposium on Robotic and Sensors Environments (ROSE 2011), P166, DOI 10.1109/ROSE.2011.6058523