Integrating nonlinear output feedback control and optimal actuator/sensor placement for transport-reaction processes

被引:70
|
作者
Antoniades, C [1 ]
Christofides, PD [1 ]
机构
[1] Univ Calif Los Angeles, Dept Chem Engn, Los Angeles, CA 90095 USA
基金
美国国家科学基金会;
关键词
nonlinear control; static output feedback control; optimal actuator/sensor placement; diffusion-convection-reaction processes;
D O I
10.1016/S0009-2509(01)00123-3
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
This paper proposes a general and practical methodology for the integration of nonlinear output feedback control with optimal placement of control actuators and measurement sensors for transport-reaction processes described by a broad class of quasi-linear parabolic partial differential equations (PDEs) for which the eigenspectrum of the spatial differential operator can be partitioned into a finite-dimensional slow one and an infinite-dimensional stable fast complement. Initially, Galerkin's method is employed to derive finite-dimensional approximations of the PDE system which are used for the synthesis of stabilizing nonlinear state feedback controllers via geometric techniques. The optimal actuator location problem is subsequently formulated as the one of minimizing a meaningful cost functional that includes penalty on the response of the closed-loop system and the control action and is solved by using standard unconstrained optimization techniques, Then, under the assumption that the number of measurement sensors is equal to the number of slow modes, we employ a procedure proposed in Christofides and Baker (1999) for obtaining estimates for the states of the approximate finite-dimensional model from the measurements. The estimates are combined with the state feedback controllers to derive output feedback controllers. The optimal location of the measurement sensors is computed by minimizing a cost function of the estimation error in the closed-loop infinite-dimensional system. It is rigorously established that the proposed output feedback controllers enforce stability in the closed-loop infinite-dimensional system and that the solution to the optimal actuator/sensor problem. which is obtained on the basis of the closed-loop finite-dimensional system, is near-optimal in the sense that it approaches the optimal solution for the infinite-dimensional system as the separation of the slow and fast eigenmodes increases. The proposed methodology is successfully applied to a representative diffusion-reaction process and a nonisothermal tubular reactor with recycle to derive nonlinear output feedback controllers and compute optimal actuator/sensor locations for stabilization of unstable steady states. (C) 2001 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:4517 / 4535
页数:19
相关论文
共 50 条
  • [1] Integrated optimal actuator/sensor placement and robust control of uncertain transport-reaction processes
    Antoniades, C
    Christofides, PD
    [J]. COMPUTERS & CHEMICAL ENGINEERING, 2002, 26 (02) : 187 - 203
  • [2] Integrated optimal actuator placement and robust control of uncertain transport-reaction processes
    Antoniades, C
    Christofides, PD
    [J]. PROCEEDINGS OF THE 2001 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2001, : 1942 - 1947
  • [3] THE OPTIMAL CONTROL FOR A CLASS OF NONLINEAR TRANSPORT-REACTION PROCESSES
    Sun, Ji
    Ma, Bao-Ping
    [J]. PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-6, 2009, : 2010 - 2014
  • [4] Computation of optimal actuator locations for nonlinear controllers in transport-reaction processes
    Antoniades, C
    Christofides, PD
    [J]. COMPUTERS & CHEMICAL ENGINEERING, 2000, 24 (2-7) : 577 - 583
  • [5] Integrating actuator/sensor placement and fault-tolerant output feedback control of distributed processes
    El-Farra, Nael H.
    Ghantasala, Sathyendra
    [J]. 2007 AMERICAN CONTROL CONFERENCE, VOLS 1-13, 2007, : 3375 - 3380
  • [6] Actuator and controller scheduling in nonlinear transport-reaction processes
    El-Farra, N. H.
    Demetriou, M. A.
    Christofides, P. D.
    [J]. CHEMICAL ENGINEERING SCIENCE, 2008, 63 (13) : 3537 - 3550
  • [7] Actuator fault isolation and reconfiguration in transport-reaction processes
    El-Farra, Nael H.
    Ghantasala, Sathyendra
    [J]. AICHE JOURNAL, 2007, 53 (06) : 1518 - 1537
  • [8] Optimal sensor and actuator placement for feedback control of vortex shedding
    Jin, Bo
    Illingworth, Simon J.
    Sandberg, Richard D.
    [J]. Journal of Fluid Mechanics, 2022, 932
  • [9] Optimal sensor and actuator placement for feedback control of vortex shedding
    Jin, Bo
    Illingworth, Simon J.
    Sandberg, Richard D.
    [J]. JOURNAL OF FLUID MECHANICS, 2021, 932
  • [10] Handling state constraints and economics in feedback control of transport-reaction processes
    Lao, Liangfeng
    Ellis, Matthew
    Christofides, Panagiotis D.
    [J]. JOURNAL OF PROCESS CONTROL, 2015, 32 : 98 - 108