Predictive Control for Interval Type-2 Fuzzy System with Event-Triggered Scheme
Joint Authors
Tang, Xiaoming
Wang, Siyao
Deng, Li
Qu, Hongchun
Tian, Linfeng
Tan, Cheng
Source
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-07-08
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
In this paper, a synthesis approach of model predictive control (MPC) is proposed for interval type-2 (IT2) Takagi-Sugeno (T-S) fuzzy system with quantization error, bounded disturbance, and data loss.
The novelty lies in the following technical improvements.
In order to reduce the redundant data transmission, an event-triggered communication scheme is applied to determine whether the control law should be transmitted into the communication network or not.
The IT2 T-S fuzzy model is utilized to address the nonlinearity of plant with parameter uncertainties, which can be captured by the lower and upper membership functions.
Furthermore, the phenomena of data loss and quantization error between the controller and the actuator are expressed as Markovian chain and sector-bound uncertainties.
The synthesis approach of MPC is provided by solving an MPC optimization problem over an infinite horizon objective function which explicitly considers the input constraints.
By applying the quadratic boundedness (QB) technique, the recursive feasibility and quadratic stability of closed-loop system can be guaranteed.
A numerical simulation and comparison studies are proposed to illustrate the effectiveness of this approach.
American Psychological Association (APA)
Wang, Siyao& Tang, Xiaoming& Deng, Li& Qu, Hongchun& Tian, Linfeng& Tan, Cheng. 2019. Predictive Control for Interval Type-2 Fuzzy System with Event-Triggered Scheme. Advances in Fuzzy Systems،Vol. 2019, no. 2019, pp.1-13.
https://search.emarefa.net/detail/BIM-1118072
Modern Language Association (MLA)
Wang, Siyao…[et al.]. Predictive Control for Interval Type-2 Fuzzy System with Event-Triggered Scheme. Advances in Fuzzy Systems No. 2019 (2019), pp.1-13.
https://search.emarefa.net/detail/BIM-1118072
American Medical Association (AMA)
Wang, Siyao& Tang, Xiaoming& Deng, Li& Qu, Hongchun& Tian, Linfeng& Tan, Cheng. Predictive Control for Interval Type-2 Fuzzy System with Event-Triggered Scheme. Advances in Fuzzy Systems. 2019. Vol. 2019, no. 2019, pp.1-13.
https://search.emarefa.net/detail/BIM-1118072
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1118072