Optimal sensor location and reduced order observer design for distributed process systems

被引:79
作者
Alonso, AA
Kevrekidis, IG
Banga, JR
Frouzakis, CE
机构
[1] CSIC, IIM, Proc Engn Grp, Vigo 36208, Spain
[2] Princeton Univ, Dept Chem Engn, Princeton, NJ USA
关键词
distributed process systems; observer design; proper orthogonal decomposition; optimal sensor placement;
D O I
10.1016/S0098-1354(03)00175-3
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents a systematic approach to efficiently reconstruct the infinite dimensional field in distributed process systems from a limited, and usually reduced, number of sensors. To that purpose, two basic tools are employed: on the one hand, a reduced order representation of the system which, based on proper orthogonal decomposition (POD) expansions, captures the most relevant dynamic features of the solution. On the other hand, the selection of the most appropriate type (and number) of measurements by the solution of a max-min optimization problem. These ideas will be illustrated on the problem of field reconstruction for unstable tubular reactors. (C) 2003 Elsevier Ltd. All rights reserved.
引用
收藏
页码:27 / 35
页数:9
相关论文
共 20 条
[1]  
ALONSO AA, 2003, IN PRESS AM I CHEM E
[2]   VARIABLE MEASUREMENT STRUCTURES FOR THE CONTROL OF A TUBULAR REACTOR [J].
ALVAREZ, J ;
ROMAGNOLI, JA ;
STEPHANOPOULOS, G .
CHEMICAL ENGINEERING SCIENCE, 1981, 36 (10) :1695-1712
[3]  
[Anonymous], 1993, Linear System Theory
[4]   Studies on nonlinear dynamics and control of a tubular reactor with recycle [J].
Antoniades, C ;
Christofides, PD .
NONLINEAR ANALYSIS-THEORY METHODS & APPLICATIONS, 2001, 47 (09) :5933-5944
[5]   Integrating nonlinear output feedback control and optimal actuator/sensor placement for transport-reaction processes [J].
Antoniades, C ;
Christofides, PD .
CHEMICAL ENGINEERING SCIENCE, 2001, 56 (15) :4517-4535
[6]   THE PROPER ORTHOGONAL DECOMPOSITION IN THE ANALYSIS OF TURBULENT FLOWS [J].
BERKOOZ, G ;
HOLMES, P ;
LUMLEY, JL .
ANNUAL REVIEW OF FLUID MECHANICS, 1993, 25 :539-575
[7]  
CHRISTOFIDES PD, 1997, J ANAL APPL, V2, P398
[8]  
COURANT R, 1937, MATRIX COMPUTATIONS
[9]   OPTIMAL SENSOR-LOCATION WITH AN APPLICATION TO A PACKED-BED TUBULAR REACTOR [J].
HARRIS, TJ ;
MACGREGOR, JF ;
WRIGHT, JD .
AICHE JOURNAL, 1980, 26 (06) :910-916
[10]  
Holmes P., 1996, Turbulence, coherent structures, dynamical systems, and symmetry