Saturated PI Control for Nonlinear System With Provable Convergence: An Optimization Perspective

被引:40
作者
Li, Zhan [1 ]
Li, Shuai [2 ]
机构
[1] Univ Elect Sci & Technol China, Sch Automat Engn, Chengdu 610054, Peoples R China
[2] Swansea Univ, Coll Engn, Swansea SA2 8PP, W Glam, Wales
基金
中国国家自然科学基金;
关键词
Optimization; Convergence; Gold; PI control; Tuning; Neural networks; Nonlinear systems; Saturation; nonlinear system; TRACKING CONTROL;
D O I
10.1109/TCSII.2020.3007879
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The saturated PI (proportional-integral) based method is widely applied in nonlinear system control fields. It can be regarded as a black-box type approach with the saturated control input and utilizes the tracking error of the system output with its integral information. However, as precise description of plants' system details is usually difficult, saturated PI control approaches have to empirically tune the proportional and integral parameters to guarantee reliable convergence, making its general convergence mechanism not interpreted. In this brief, for the first time, the convergence of the saturated PI control scheme is proved through an optimization solver based on a primal dual neural network. Illustrate examples including control of an inverted-pendulum mobile vehicle and a manipulator demonstrate the efficiency of the proposed saturated PI control method in such an optimization perspective.
引用
收藏
页码:742 / 746
页数:5
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