Adaptive output-feedback Lyapunov-based model predictive control of nonlinear process systems

被引:10
|
作者
Das, Buddhadeva [1 ]
Mhaskar, Prashant [1 ]
机构
[1] McMaster Univ, Dept Chem Engn, Hamilton, ON L8S 4L7, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
adaptive MPC; Lyapunov-based model predictive control; nonlinearity; output feedback; GLOBAL OPTIMIZATION; STATE ESTIMATION;
D O I
10.1002/rnc.3973
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 work addresses the problem of output feedack control of nonlinear uncertain systems via adaptive Lyapunov-based model predictive control design. To this end, at every control implementation, a moving horizon mechanism is first utilized to generate current estimates of the uncertainty and states. The model with the current estimated uncertainty is then used in a Lyapunov-based model predictive controller to achieve uncertainty rejection. The key ideas are explained through an illustrative example and the application demonstrated on a networked reactor-separator process subject to measurement noise and uncertainty.
引用
收藏
页码:1597 / 1609
页数:13
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