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
[1]   Observer design for multiphase flow in vertical pipes with gas-lift-theory and experiments [J].
Aamo, OM ;
Eikrem, GO ;
Siahaan, HB ;
Foss, BA .
JOURNAL OF PROCESS CONTROL, 2005, 15 (03) :247-257
[2]   State estimation and state feedback control for continuous fluidized bed dryers [J].
Abdel-Jabbar, NM ;
Jumah, RY ;
Ali, MQA .
JOURNAL OF FOOD ENGINEERING, 2005, 70 (02) :197-203
[3]   Reaction heat estimation in continuous chemical reactors using high gain observers [J].
Aguilar, R ;
Martínez-Guerra, R ;
Poznyak, A .
CHEMICAL ENGINEERING JOURNAL, 2002, 87 (03) :351-356
[4]   A robust monitoring tool for distributed parameter plug flow reactors [J].
Aguilar-Garnica, Efren ;
Paulo Garcia-Sandoval, Juan ;
Gonzalez-Figueredo, Carlos .
COMPUTERS & CHEMICAL ENGINEERING, 2011, 35 (03) :510-518
[5]   Robust state estimation for repetitive operating mode process:: Application to sequencing batch reactors [J].
Aguilar-Lopez, R. ;
Martinez-Guerra, R. .
CHEMICAL ENGINEERING JOURNAL, 2007, 126 (2-3) :155-161
[6]   State estimation for nonlinear systems under model uncertainties:: a class of sliding-mode observers [J].
Aguilar-López, R ;
Maya-Yescas, R .
JOURNAL OF PROCESS CONTROL, 2005, 15 (03) :363-370
[7]   State estimation for nonlinear systems under model unobservable uncertainties:: application to continuous reactor [J].
Aguilar-López, R ;
Martinez-Guerra, R .
CHEMICAL ENGINEERING JOURNAL, 2005, 108 (1-2) :139-144
[8]   Integral observers for uncertainty estimation in continuous chemical reactors:: algebraic differential approach [J].
Aguilar-López, R .
CHEMICAL ENGINEERING JOURNAL, 2003, 93 (02) :113-120
[9]   A modified observer scheme for fault detection and isolation applied to a poorly observed process with integration [J].
Aguirre, LA ;
Pereira, MFS .
JOURNAL OF PROCESS CONTROL, 1998, 8 (01) :47-56
[10]   Extended Kalman filter-based nonlinear model predictive control for a continuous RIMA polymerization reactor [J].
Ahn, SM ;
Park, MJ ;
Rhee, HK .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 1999, 38 (10) :3942-3949