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
  • [1] Online System Identification Based on a State-Space Neuro-Fuzzy System
    Gil, Paulo
    Oliveira, Tiago
    Brito Palma, L.
    2017 JOINT 17TH WORLD CONGRESS OF INTERNATIONAL FUZZY SYSTEMS ASSOCIATION AND 9TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND INTELLIGENT SYSTEMS (IFSA-SCIS), 2017,
  • [2] Adaptive neuro-fuzzy control of a flexible manipulator
    Tian, LF
    Collins, C
    MECHATRONICS, 2005, 15 (10) : 1305 - 1320
  • [3] Adaptive neuro-fuzzy control of an induction motor
    Areed, Fayez G.
    Haikal, Amira Y.
    Mohammed, Reham H.
    AIN SHAMS ENGINEERING JOURNAL, 2010, 1 (01) : 71 - 78
  • [4] Adaptive neuro-fuzzy wheel slip control
    Cirovic, Velimir
    Aleksendric, Dragan
    EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (13) : 5197 - 5209
  • [5] Adaptive Neuro-Fuzzy Control of Dynamical Systems
    Deb, Alok Kanti
    Juyal, Alok
    2011 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2011, : 2710 - 2716
  • [6] A Neuro-fuzzy Learning System for Adaptive Swarm Behaviors Dealing with Continuous State Space
    Kuremoto, Takashi
    Obayashi, Masanao
    Kobayashi, Kunikazu
    Adachi, Hirotaka
    Yoneda, Kentaro
    ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS, PROCEEDINGS: WITH ASPECTS OF ARTIFICIAL INTELLIGENCE, 2008, 5227 : 675 - +
  • [7] Adaptive Neuro-fuzzy Network Control for a Mobile Robot
    Jang, Jun Oh
    JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2011, 62 (3-4) : 567 - 586
  • [8] An adaptive neuro-fuzzy approach to control a distillation column
    de Cañete, JF
    Cordero, T
    Guijas, D
    Alarcon, J
    NEURAL COMPUTING & APPLICATIONS, 2000, 9 (03): : 211 - 217
  • [9] Adaptive Neuro-fuzzy Network Control for a Mobile Robot
    Jun Oh Jang
    Journal of Intelligent & Robotic Systems, 2011, 62 : 567 - 586
  • [10] Adaptive Neuro-Fuzzy Structure Based Control Architecture
    Tamas, Tibor
    Hajdu, Szabolcs
    Brassai, Sandor Tihamer
    9TH INTERNATIONAL CONFERENCE INTERDISCIPLINARITY IN ENGINEERING, INTER-ENG 2015, 2016, 22 : 600 - 605