Data-driven adaptive-critic optimal output regulation towards water level control of boiler-turbine systems
Wei Qinglai1,2,4; Wang Xin1,2; Liu Yu3; Xiong Gang1
发表期刊Expert Systems with Applications
2022
页码117883
摘要

This paper considers a new adaptive-critic optimal output regulation scheme for continuous-time general linear systems with unknown dynamics and unmeasurable disturbance. The objective of researching the optimal output regulation problem is pursuing the stability of the closed-loop system while enabling the output to optimally track the reference signal with disturbance rejection. The problem is solved by employing an approximate optimal regulator that consist of optimal feedback control obtained by a data-driven learning algorithm and optimal feedforward control achieved by solving regulator equation. The missing system matrices of the plant are exactly figured out by employing state/input data. Moreover, by employing the minimal polynomial of the exosystem matrix, the parameter of interference in the output equation is available. Then, a predefined cost function is presented based on the regulator equation that aims to design the optimal control law. The stability analysis demonstrate that the presented control scheme can stabilize the closed-loop system, meanwhile the output asymptotically tracks the reference signal. Finally, the effectiveness of the developed optimal control scheme is validated through an application towards the drum water level control of boiler-turbine systems.

收录类别SCI
语种英语
七大方向——子方向分类智能控制
国重实验室规划方向分类智能计算与学习
是否有论文关联数据集需要存交
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/51666
专题多模态人工智能系统全国重点实验室_复杂系统智能机理与平行控制团队
通讯作者Wei Qinglai
作者单位1.The State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences
2.The School of Artificial Intelligence, The University of Chinese Academy of Sciences
3.Institute of Automation, Chinese Academy of Sciences
4.Institute of Systems Engineering, Macau University of Science and Technology
第一作者单位中国科学院自动化研究所
通讯作者单位中国科学院自动化研究所
推荐引用方式
GB/T 7714
Wei Qinglai,Wang Xin,Liu Yu,et al. Data-driven adaptive-critic optimal output regulation towards water level control of boiler-turbine systems[J]. Expert Systems with Applications,2022:117883.
APA Wei Qinglai,Wang Xin,Liu Yu,&Xiong Gang.(2022).Data-driven adaptive-critic optimal output regulation towards water level control of boiler-turbine systems.Expert Systems with Applications,117883.
MLA Wei Qinglai,et al."Data-driven adaptive-critic optimal output regulation towards water level control of boiler-turbine systems".Expert Systems with Applications (2022):117883.
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