Multivariable MPC system performance assessment, monitoring, and diagnosis

被引:71
作者
Schäffer, J [1 ]
Cinar, A [1 ]
机构
[1] IIT, Dept Environm Chem & Engn, Chicago, IL 60616 USA
关键词
controller performance assessment; model predictive control; fault diagnosis; performance monitoring;
D O I
10.1016/j.jprocont.2003.07.003
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 study focuses on performance assessment and monitoring of model predictive control systems. A methodology is proposed to determine a benchmark and monitor model predictive control performance on-line. A performance measure based on the ratio of historical and achieved performance is used for monitoring and a ratio of design and achieved performance is used for diagnosis. Performance monitoring and diagnosis of causes for poor performance are integrated. A real-time knowledge-based system is developed to supervise monitoring and diagnosis activities. Case studies with linear and nonlinear models of an evaporator illustrate the methodology and limitations of linearity assumptions. (C) 2003 Elsevier Ltd. All rights reserved.
引用
收藏
页码:113 / 129
页数:17
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