中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Constrained multi-variable generalized predictive control using a dual neural network

文献类型:期刊论文

作者Cheng, Long; Hou, Zeng-Guang; Tan, Min
刊名NEURAL COMPUTING & APPLICATIONS
出版日期2007-10-01
卷号16期号:6页码:505-512
关键词multi-variable generalized predictive control neural networks dual neural network bounded constraint optimization
英文摘要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.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Artificial Intelligence
研究领域[WOS]Computer Science
关键词[WOS]HIERARCHICAL-OPTIMIZATION
收录类别ISTP ; SCI
语种英语
WOS记录号WOS:000250198500002
公开日期2015-12-24
源URL[http://ir.ia.ac.cn/handle/173211/9401]  
专题自动化研究所_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
推荐引用方式
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.

入库方式: OAI收割

来源:自动化研究所

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