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
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。