Residential College | false |
Status | 已發表Published |
A novel-designed fuzzy logic control structure for control of distinct chaotic systems | |
Shih‑Yu Li1; Lap‑Mou Tam2,3; Hsien‑Keng Chen4; Chin‑Sheng Chen5 | |
2020-04-23 | |
Source Publication | International Journal of Machine Learning and Cybernetics |
ISSN | 1868-8071 |
Volume | 11Issue:10Pages:2391-2406 |
Abstract | In this paper, a Lyapunov-based fuzzy logic control (FLC) system is developed for controlling of complicated as well as distinct nonlinear systems. According to Lyapunov Stability Theory, a candidate Lyapunov function with simple quadratic form is designed. Via constructing the fuzzy IF–THEN rules through referencing the statuses of errors states and error derivatives in each sub-space of the Lyapunov function derivatives, the proposed structure of FLC system is able to appropriately as well as flexibly adjust the control forces with minimum magnitude compensating the nonlinear systems in real-time. In addition, the designed FLC system can be applied to different kinds of control systems without further information and operation experience. Two nonlinear systems with distinct structures, classical Lorentz system and Mathieu-van der Pol system, are illustrated for simulation examples. In comparison of the previous research work, the simulation results reveal the effectiveness, flexibility and convenient-design of the proposed method. |
Keyword | Fuzzy Logic Control Nonlinear Systems Lyapunov Stability Theory |
DOI | 10.1007/s13042-020-01125-3 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Computer Science |
WOS Subject | Computer Science, Artificial Intelligence |
WOS ID | WOS:000528313700001 |
Publisher | SPRINGER HEIDELBERG, TIERGARTENSTRASSE 17, D-69121 HEIDELBERG, GERMANY |
Scopus ID | 2-s2.0-85083771369 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | Faculty of Science and Technology DEPARTMENT OF ELECTROMECHANICAL ENGINEERING |
Corresponding Author | Shih‑Yu Li |
Affiliation | 1.Graduate Institute of Manufacturing Technology,National Taipei University of Technology,Taipei,Taiwan 2.Institute for the Development and Quality,Macau,Macao 3.Department of Electromechanical Engineering,Faculty of Science and Technology,University of Macau,Macao 4.Department of Mechanical Engineering,Hsiuping University of Science and Technology,Taichung,Taiwan 5.Graduate Institute of Automation Technology,National Taipei University of Technology,Taipei,Taiwan |
Recommended Citation GB/T 7714 | Shih‑Yu Li,Lap‑Mou Tam,Hsien‑Keng Chen,et al. A novel-designed fuzzy logic control structure for control of distinct chaotic systems[J]. International Journal of Machine Learning and Cybernetics, 2020, 11(10), 2391-2406. |
APA | Shih‑Yu Li., Lap‑Mou Tam., Hsien‑Keng Chen., & Chin‑Sheng Chen (2020). A novel-designed fuzzy logic control structure for control of distinct chaotic systems. International Journal of Machine Learning and Cybernetics, 11(10), 2391-2406. |
MLA | Shih‑Yu Li,et al."A novel-designed fuzzy logic control structure for control of distinct chaotic systems".International Journal of Machine Learning and Cybernetics 11.10(2020):2391-2406. |
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