Stabilization of nonholonomic mobile robots by a Ga-based fuzzy sliding mode control

被引:1
|
作者
Lee, WM
Huang, HP
机构
关键词
D O I
10.1109/AFSS.1996.583639
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this study, fuzzy logic control principle and sliding mode control theory are combined to stabilize a mobile robot under nonholonomic kinematic constraints. In order to improve the tracking performance the scaling factors of FLC are searched by genetic algorithms (GAs). The simulation results show that all three control approaches, SMC (sliding mode control), FSMC (fuzzy-SMC) and GA-FSMC (GA-based FSMC) can stabilize the mobile robot to the origin with phi=0. However, the GA-FSMC provides a systematic way to search the scaling factors, and thus improves the transient performance of the system response and reduces the path length for navigation.
引用
收藏
页码:388 / 393
页数:6
相关论文
共 50 条
  • [21] Fractional-order Sliding-mode Stabilization of Nonholonomic Mobile Robots Based on Dynamic Feedback Linearization
    Chen, Hua
    Chen, Hui
    Yang, Fang
    PROCEEDINGS OF THE 35TH CHINESE CONTROL CONFERENCE 2016, 2016, : 5874 - 5878
  • [22] Self-learning sliding mode control based on adaptive dynamic programming for nonholonomic mobile robots
    Ma, Qingwen
    Zhang, Xinglong
    Xu, Xin
    Yang, Yueneng
    Wu, Edmond Q.
    ISA TRANSACTIONS, 2023, 142 : 136 - 147
  • [23] Control Nonholonomic Mobile Robot with Hybrid Sliding Mode/Neuro Fuzzy Controller
    Houam, Mohamed Nabil
    Saadia, Nadia
    Ramdane-Cherif, Amar
    Djelal, Nacereddine
    ADVANCES IN SWARM INTELLIGENCE, ICSI 2016, PT II, 2016, 9713 : 451 - 458
  • [24] Sliding-mode tracking control of nonholonomic wheeled mobile robots in polar coordinates
    Chwa, D
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2004, 12 (04) : 637 - 644
  • [25] Adaptive Neural Sliding Mode Control of Nonholonomic Wheeled Mobile Robots With Model Uncertainty
    Park, Bong Seok
    Yoo, Sung Jin
    Park, Jin Bae
    Choi, Yoon Ho
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2009, 17 (01) : 207 - 214
  • [26] Stabilization Control of Nonholonomic Wheeled Mobile Service Robots
    Chang Jiang
    Meng Qing-xin
    ADVANCED DESIGN AND MANUFACTURE II, 2010, 419-420 : 593 - 596
  • [27] Backstepping Sliding-Mode Formation Control of Electrically Driven Nonholonomic Mobile Robots
    Yaghmaei, Mostafa
    Abedi, Mostafa
    26TH IRANIAN CONFERENCE ON ELECTRICAL ENGINEERING (ICEE 2018), 2018, : 811 - 815
  • [28] Backstepping Trajectory Tracking Based on Fuzzy Sliding Mode Control for Differential Mobile Robots
    Xing Wu
    Peng Jin
    Ting Zou
    Zeyu Qi
    Haining Xiao
    Peihuang Lou
    Journal of Intelligent & Robotic Systems, 2019, 96 : 109 - 121
  • [29] Backstepping Trajectory Tracking Based on Fuzzy Sliding Mode Control for Differential Mobile Robots
    Wu, Xing
    Jin, Peng
    Zou, Ting
    Qi, Zeyu
    Xiao, Haining
    Lou, Peihuang
    JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2019, 96 (01) : 109 - 121
  • [30] Sliding mode control of mobile robots based on recurrent fuzzy-neural network
    Li, Yan-Dong
    Wang, Zong-Yi
    Zhu, Ling
    Liu, Tao
    Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2011, 41 (06): : 1731 - 1737