A historical perspective of adaptive control and learning

被引:75
作者
Annaswamy, Anuradha M. [1 ]
Fradkov, Alexander L. [2 ]
机构
[1] MIT, Dept Mech Engn, Cambridge, MA 02139 USA
[2] St Petersburg State Univ, Inst Problems Mech Engn, RAS, St Petersburg, Russia
关键词
Adaptive control; Learning; Parameter estimation; Stability and robustness; SLIDING-MODE CONTROL; SELF-TUNING REGULATORS; NONLINEAR-SYSTEMS; PARAMETER CONVERGENCE; NEURAL-CONTROL; RECURSIVE-IDENTIFICATION; LYAPUNOV FUNCTIONS; UNCERTAIN SYSTEMS; FEEDBACK; PLANTS;
D O I
10.1016/j.arcontrol.2021.10.014
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 article provides a historical perspective of the field of adaptive control over the past seven decades and its intersection with learning. A chronology of key events over this large time-span, problem statements that the field has focused on, and key solutions are presented. Fundamental results related to stability and robustness of adaptive systems and learning of unknown parameters are sketched. A brief description of various applications of adaptive control reported over this period is included.
引用
收藏
页码:18 / 41
页数:24
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