A performance optimization algorithm for controller reconfiguration in fault tolerant distributed model predictive control

被引:24
|
作者
Zakharov, Alexey [1 ]
Zattoni, Elena [2 ]
Yu, Miao [1 ]
Jamsa-Jounela, Sirkka-Liisa [1 ]
机构
[1] Aalto Univ, Dept Biotechnol & Chem Technol, Sch Chem Technol, FI-00076 Aalto, Finland
[2] Univ Bologna, Dept Elect Elect & Informat Engn G Marconi, Alma Mater Studiorum, I-40136 Bologna, Italy
基金
芬兰科学院;
关键词
Distributed model predictive control; Fault tolerant control; Controller reconfiguration; Constrained optimization; Alkylation of benzene; GUARANTEED COST CONTROL; BATCH PROCESSES; LINEAR-SYSTEMS; SAFE-PARKING; DESIGN; ARCHITECTURES; DIAGNOSIS; FRAMEWORK; DELAY;
D O I
10.1016/j.jprocont.2015.07.006
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a performance optimization algorithm for controller reconfiguration in fault tolerant distributed model predictive control for large-scale systems. After the fault has been detected and diagnosed, several controller reconfigurations are proposed as candidate corrective actions for fault compensation. The solution of a set of constrained optimization problems with different actuator and setpoint reconfigurations is derived by means of an original approach, exploiting the information on the active constraints in the non-faulty subsystems. Thus, the global optimization problem is split into two optimization subproblems, which enable the online computational burden to be greatly reduced. Subsequently, the performances of different candidate controller reconfigurations are compared, and the better performing one is selected and then implemented to compensate the fault effects. Efficacy of the proposed approach has been shown by applying it to the benzene alkylation process, which is a benchmark process in distributed model predictive control. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:56 / 69
页数:14
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