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Improved state space model predictive fault-tolerant control for injection molding batch processes with partial actuator faults using GA optimization
Zou T(邹涛); Wu, Sheng; Zhang, Ridong
作者部门工业控制网络与系统研究室
关键词Model Predictive Fault-tolerant Control Batch Processes Genetic Algorithm Partial Actuator Failure
发表期刊ISA TRANSACTIONS
ISSN0019-0578
2018
卷号73页码:147-153
收录类别SCI ; EI
EI收录号20180104608095
WOS记录号WOS:000427664100014
产权排序1
资助机构Open Foundation of first level zhejiang key in key discipline of Control Science and Engineering ; National Natural Science Foundation of China [61773366]
摘要

A novel model predictive fault-tolerant control (MPFTC) strategy adopting genetic algorithm (GA) is proposed for batch processes under the case of disturbances and partial actuator faults. Based on the extended state space model in which the tracking error is contained, there are more degrees of freedom provided for the controller design and better control performance is obtained. In order to enhance the control performance further, the GA is introduced to optimize the relevant weighting matrices in the cost function. The effectiveness of the proposed MPFTC approach is tested on the injection velocity regulation of the injection molding process.

语种英语
引用统计
文献类型期刊论文
条目标识符http://ir.sia.cn/handle/173321/21737
专题工业控制网络与系统研究室
通讯作者Zhang, Ridong
作者单位1.The Belt and Road Information Research Institute, School of Automation, Hangzhou Dianzi University, Hangzhou 310018, China
2.Key Laboratory of Advanced Control and Optimization for Chemical Processes, Shanghai 200237, China
3.Department of Information Service & Intelligent Control, Shenyang Institute of Automation, Key Laboratory of Networked Control Systems, Chinese Academy of Sciences, Shenyang 110016, China
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GB/T 7714
Zou T,Wu, Sheng,Zhang, Ridong. Improved state space model predictive fault-tolerant control for injection molding batch processes with partial actuator faults using GA optimization[J]. ISA TRANSACTIONS,2018,73:147-153.
APA Zou T,Wu, Sheng,&Zhang, Ridong.(2018).Improved state space model predictive fault-tolerant control for injection molding batch processes with partial actuator faults using GA optimization.ISA TRANSACTIONS,73,147-153.
MLA Zou T,et al."Improved state space model predictive fault-tolerant control for injection molding batch processes with partial actuator faults using GA optimization".ISA TRANSACTIONS 73(2018):147-153.
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