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Constrained multi-variable generalized predictive control using a dual neural network
Cheng, Long; Hou, Zeng-Guang; Tan, Min
2007-10-01
发表期刊NEURAL COMPUTING & APPLICATIONS
卷号16期号:6页码:505-512
文章类型Article
摘要Multi-variable generalized predictive control algorithm has obtained great success in process industries. However, it suffers from a high computational cost because the multi-stage optimization approach in the algorithm is time-consuming when constraints of the control system are considered. In this paper, a dual neural network is employed to deal with the multi-stage optimization problem, and bounded constraints on the input and output signals of the control system are taken into account. The dual neural network has many favorable features such as simple structure, rapid execution, and easy implementation. Therefore, the computation efficiency, in comparison with the consecutive executions of numerical algorithms on digital computers, is increased dramatically. In addition, the dual network model can yield the exact optimum values of future control signals while many other neural networks only obtain the approximate optimal solutions. Hence the multi-variable generalized predictive control algorithm based on the dual neural network is suitable for industrial applications with the real-time computation requirement. Simulation examples are given to demonstrate the efficiency of the proposed approach.
关键词Multi-variable Generalized Predictive Control Neural Networks Dual Neural Network Bounded Constraint Optimization
WOS标题词Science & Technology ; Technology
关键词[WOS]HIERARCHICAL-OPTIMIZATION
收录类别ISTP ; SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence
WOS记录号WOS:000250198500002
引用统计
被引频次:31[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9401
专题09年以前成果
作者单位Chinese Acad Sci, Inst Automat, Key Lab Complex Syst & Intelligence Sci, Beijing 100080, Peoples R China
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GB/T 7714
Cheng, Long,Hou, Zeng-Guang,Tan, Min. Constrained multi-variable generalized predictive control using a dual neural network[J]. NEURAL COMPUTING & APPLICATIONS,2007,16(6):505-512.
APA Cheng, Long,Hou, Zeng-Guang,&Tan, Min.(2007).Constrained multi-variable generalized predictive control using a dual neural network.NEURAL COMPUTING & APPLICATIONS,16(6),505-512.
MLA Cheng, Long,et al."Constrained multi-variable generalized predictive control using a dual neural network".NEURAL COMPUTING & APPLICATIONS 16.6(2007):505-512.
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