Adaptive State-Space Neuro-Fuzzy Control

被引:0
|
作者
Gil, Paulo [1 ,2 ,3 ]
Oliveira, Tiago [2 ]
Cardoso, Alberto [3 ]
Palma, Luis [1 ,2 ]
机构
[1] CTS UNINOVA, Monte De Caparica, Portugal
[2] Univ Nova Lisboa, Dept Elect Engn, Fac Sci & Technol, Campus Caparica, Lisbon, Portugal
[3] Univ Coimbra, CISUC, Coimbra, Portugal
关键词
UNSCENTED KALMAN FILTER;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper proposes a new general adaptive state-space Neuro-Fuzzy control framework. It combines a eight-layered neuro-fuzzy architecture with a state feedback quadratic stabilising controller. Both the model and controller are updated online within a constrained unscented Kalman filter. Results from a benchmark Multi-Input and Multi-Output system demonstrate the effectiveness of the proposed approach.
引用
收藏
页码:45 / 48
页数:4
相关论文
共 50 条
  • [31] Neuro-fuzzy control and modeling in an adaptive information visualization system
    Zhang, ZW
    Suthaharan, S
    PROCEEDINGS OF THE 1997 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS, 1997, : 91 - 96
  • [32] Adaptive Dynamic Neuro-fuzzy System for Traffic Signal Control
    Li, Tao
    Zhao, Dongbin
    Yi, Jianqiang
    2008 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-8, 2008, : 1840 - 1846
  • [33] Neuro-Fuzzy Adaptive Control of the IM Drive with Elastic Coupling
    Orlowska-Kowalska, Teresa
    Szabat, Krzysztof
    Dybkowski, Mateusz
    2008 13TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE, VOLS 1-5, 2008, : 2211 - 2218
  • [34] An adaptive neuro-fuzzy approach for modeling and control of nonlinear systems
    Ahtiwash, OM
    Abdulmuin, MZ
    COMPUTATIONAL SCIENCE -- ICCS 2001, PROCEEDINGS PT 2, 2001, 2074 : 198 - 207
  • [35] Adaptive neuro-fuzzy control of systems with unknown time delay
    Ho, FH
    Rad, AB
    Wong, YK
    Lo, WL
    ROBOTIC WELDING, INTELLIGENCE AND AUTOMATION, 2004, 299 : 304 - 326
  • [36] A Hybrid Neuro-Fuzzy System for Adaptive Vehicle Separation Control
    I-Chang Jou
    Chung-Jyi Chang
    Huey-Kuo Chen
    Journal of VLSI signal processing systems for signal, image and video technology, 1999, 21 : 15 - 29
  • [37] Depth control of desflurane Anesthesia with an adaptive neuro-fuzzy system
    Yardimci, A
    Hadimioglu, N
    Bigat, Z
    Ozen, S
    Computational Intelligence, Theory and Applications, 2005, : 787 - 796
  • [38] Adaptive Recurrent Neuro-Fuzzy Control of the Complex Drive System
    Knychas, Sebastian
    Szabat, Krzysztof
    2013 IEEE EUROCON, 2013, : 1932 - 1936
  • [39] Simple adaptive neuro-fuzzy controller
    Kalaykov, I
    LOW COST AUTOMATION 1998 (LCA'98), 1999, : 243 - 248
  • [40] NEURO-FUZZY MODELING AND CONTROL
    JANG, JSR
    SUN, CT
    PROCEEDINGS OF THE IEEE, 1995, 83 (03) : 378 - 406