Knowledge Commons of Institute of Automation,CAS
Decomposition Based Fuzzy Model Predictive Control Approaches for Interconnected Nonlinear Systems | |
Latifa Dalhoumi; Mohamed Chtourou; Mohamed Djemel | |
发表期刊 | International Journal of Automation and Computing |
ISSN | 1476-8186 |
2019 | |
卷号 | 16期号:3页码:369-388 |
摘要 | This paper proposes fuzzy model predictive control (FMPC) strategies for nonlinear interconnected systems based mainly on a system decomposition approach. First, the Takagi-Sugeno (TS) fuzzy model is formulated in such a way to describe the behavior of the nonlinear system. Based on that description, a fuzzy model predictive control is determined. The system under consideration is decomposed into several subsystems. For each subsystem, the main idea consists of the decomposition of the control action into two parts: The decentralized part contains the parameters of the subsystem and the centralized part contains the elements of other subsystems. According to such decomposition, two strategies are defined aiming to circumvent the problems caused by interconnection between subsystems. The feasibility and efficiency of the proposed method are illustrated through numerical examples. |
关键词 | Model predictive control centralized control decentralized control Takagi-Sugeno (TS) fuzzy models interconnected nonlinear systems fuzzy model predictive control parallel distributed compensation. |
DOI | 10.1007/s11633-016-1021-3 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/42344 |
专题 | 学术期刊_Machine Intelligence Research |
作者单位 | Control and Energy Management Laboratory (CEM-Lab), National School of Engineering of Sfax, P.B. 1173, Sfax 3083, University of Sfax, Tunisia |
推荐引用方式 GB/T 7714 | Latifa Dalhoumi,Mohamed Chtourou,Mohamed Djemel. Decomposition Based Fuzzy Model Predictive Control Approaches for Interconnected Nonlinear Systems[J]. International Journal of Automation and Computing,2019,16(3):369-388. |
APA | Latifa Dalhoumi,Mohamed Chtourou,&Mohamed Djemel.(2019).Decomposition Based Fuzzy Model Predictive Control Approaches for Interconnected Nonlinear Systems.International Journal of Automation and Computing,16(3),369-388. |
MLA | Latifa Dalhoumi,et al."Decomposition Based Fuzzy Model Predictive Control Approaches for Interconnected Nonlinear Systems".International Journal of Automation and Computing 16.3(2019):369-388. |
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