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A Framework for Adaptive Predictive Control System based on Zone Control
Zheng HY(郑洪宇)1; Zou T(邹涛)2; Hu JT(胡静涛)2; Yu HB(于海斌)2
作者部门工业控制网络与系统研究室
关键词Adaptive Control Predictive Control System Identification Parameter Estimation
发表期刊IEEE Access
ISSN2169-3536
2018
卷号6页码:49513-49522
收录类别SCI ; EI
EI收录号20183705794456
WOS记录号WOS:000446439700001
产权排序2
资助机构National Key Research and Development Program of China ; National Natural Science Foundation of China
摘要

In view of the degradation of predictive control performance caused by model mismatch, a multi-variable adaptive predictive control system framework which is composed of zone model predictive control (MPC), identification module and performance monitoring module is presented. The proposed framework synthesizes traditional control mode and test mode to construct a unified form, which is convenient to implement with the MPC software packages. Traditional setpoint control is switched to zone control to ensure that process constraints remain satisfied in testing, while multi-variable test signals are introduced to guarantee the sufficient excitation of the plant. Additionally, in order to maximize signal-to-noise ratio, an adaptive method of determining the amplitude of test signals is proposed. All the on-line open-loop identification methods are suitable for this framework, as the testing are treated as open-loop, which solves the problem of the correlation between input signals and noises in closed-loop identification. These characteristics of the proposed framework are illustrated via a simulation.

语种英语
WOS类目Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
关键词[WOS]CLOSED-LOOP REIDENTIFICATION ; MPC RELEVANT IDENTIFICATION ; DUAL CONTROL ; MODEL ; PERFORMANCE ; DESIGN
WOS研究方向Computer Science ; Engineering ; Telecommunications
资助项目National Key Research and Development Program of China[2017YFB0603703] ; National Natural Science Foundation of China[61773366]
引用统计
文献类型期刊论文
条目标识符http://ir.sia.cn/handle/173321/22764
专题工业控制网络与系统研究室
通讯作者Zheng HY(郑洪宇)
作者单位1.College of Information Science and Engineering, Northeastern University, Shenyang 110819 China
2.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China
推荐引用方式
GB/T 7714
Zheng HY,Zou T,Hu JT,et al. A Framework for Adaptive Predictive Control System based on Zone Control[J]. IEEE Access,2018,6:49513-49522.
APA Zheng HY,Zou T,Hu JT,&Yu HB.(2018).A Framework for Adaptive Predictive Control System based on Zone Control.IEEE Access,6,49513-49522.
MLA Zheng HY,et al."A Framework for Adaptive Predictive Control System based on Zone Control".IEEE Access 6(2018):49513-49522.
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