SIA OpenIR  > 工业控制网络与系统研究室
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
Department工业控制网络与系统研究室
Source PublicationIEEE Access
ISSN2169-3536
2018
Volume6Pages:49513-49522
Indexed BySCI ; EI
EI Accession number20183705794456
WOS IDWOS:000446439700001
Contribution Rank2
Funding OrganizationNational Key Research and Development Program of China ; National Natural Science Foundation of China
KeywordAdaptive Control Predictive Control System Identification Parameter Estimation
Abstract

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.

Language英语
WOS SubjectComputer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS KeywordClosed-loop Reidentification ; Mpc Relevant Identification ; Dual Control ; Model ; Performance ; Design
WOS Research AreaComputer Science ; Engineering ; Telecommunications
Funding ProjectNational Key Research and Development Program of China[2017YFB0603703] ; National Natural Science Foundation of China[61773366]
Citation statistics
Cited Times:4[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/22764
Collection工业控制网络与系统研究室
Corresponding AuthorZou T(邹涛)
Affiliation1.College of Information Science and Engineering, Northeastern University, Shenyang 110819 China
2.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China
Recommended Citation
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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