Self-stabilizing economic model predictive control without pre-calculated steady-state optima: Stability and robustness

被引:5
|
作者
Lin, Kuan-Han [1 ]
Biegler, Lorenz T. [1 ]
机构
[1] Carnegie Mellon Univ, Dept Chem Engn, Pittsburgh, PA 15213 USA
基金
美国安德鲁·梅隆基金会;
关键词
Real-time optimization; Nonlinear model predictive control; Optimal control; Nonlinear programming; Control stability; REAL-TIME OPTIMIZATION; DISSIPATIVITY; PERFORMANCE; STRATEGIES; OPERATION; TURNPIKE; MPC;
D O I
10.1016/j.compchemeng.2023.108349
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We propose a new economic nonlinear model predictive control (eNMPC) formulation that tracks the optimality conditions of the real-time optimization problem rather than any specific steady states. The proposed formulation maintains its nature of optimizing economic performance and assured stability properties with the Lyapunov inequality constraint for the closed-loop control. Under general assumptions, we prove that the proposed controller is asymptotically stable without process disturbances and is input-to-state stable when there is a process disturbance. The proposed eNMPC is demonstrated on two case studies and compared against setpoint-tracking NMPC with setpoints determined by the steady-state real-time optimizer to show improved dynamic performance. We also highlight the capability of self-stabilization of the new eNMPC with parameter updates in the process model.
引用
收藏
页数:14
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