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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
ISSN1476-8186
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.
DOI10.1007/s11633-016-1021-3
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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
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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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