Improvement of the TEB Algorithm for Local Path Planning of Car-like Mobile Robots Based on Fuzzy Logic Control

被引:0
|
作者
Chen, Lei [1 ]
Liu, Rui [1 ]
Jia, Daiyang [1 ]
Xian, Sijing [2 ]
Ma, Guo [3 ]
机构
[1] Wuhan Univ Technol, Sch Mech & Elect Engn, Wuhan 430070, Peoples R China
[2] Liuzhou Wuling New Energy Automobile Co Ltd, Elect Elect Appliances & Intelligent Connect Dept, Liuzhou 545007, Peoples R China
[3] Liuzhou Wuling Automobile Ind Co LTD, Tech Ctr, Liuzhou 545007, Peoples R China
关键词
car-like mobile robot; timed elastic band; fuzzy logic control; local path planning; trajectory smoothness;
D O I
10.3390/act14010012
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
TEB (timed elastic band) can efficiently generate optimal trajectories that match the motion characteristics of car-like robots. However, the quality of the generated trajectories is often unstable, and they sometimes violate boundary conditions. Therefore, this paper proposes a fuzzy logic control-TEB algorithm (FLC-TEB). This method adds smoothness and jerk objectives to make the trajectory generated by TEB smoother and the control more stable. Building on this, a fuzzy controller is proposed based on the kinematic constraints of car-like robots. It uses the narrowness and turning complexity of the trajectory as inputs to dynamically adjust the weights of TEB's internal objectives to obtain stable and high-quality trajectories in different environments. The results of real car-like robot tests show that compared to the classical TEB, FLC-TEB increased the trajectory time by 16% but reduced the trajectory length by 16%. The trajectory smoothness was significantly improved, the change in the turning angle on the trajectory was reduced by 39%, the smoothness of the linear velocity increased by 71%, and the smoothness of the angular velocity increased by 38%, with no reverse movement occurring. This indicates that when planning trajectories for car-like mobile robots, while FLC-TEB slightly increases the total trajectory time, it provides more stable, smoother, and shorter trajectories compared to the classical TEB.
引用
收藏
页数:28
相关论文
共 50 条
  • [1] Path planning with uncertainty for car-like robots
    Fraichard, T
    Mermond, R
    1998 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-4, 1998, : 27 - 32
  • [2] The implementation of fuzzy-based path planning for car-like mobile robot
    Lu, HC
    Chuang, CY
    2005 International Conference on MEMS, NANO and Smart Systems, Proceedings, 2005, : 467 - 472
  • [3] Path Planning and Control of Differential and Car-like Robots in Narrow Environments
    Nagy, Akos
    Csorvasi, Gabor
    Kiss, Domokos
    2015 IEEE 13TH INTERNATIONAL SYMPOSIUM ON APPLIED MACHINE INTELLIGENCE AND INFORMATICS (SAMI), 2015, : 103 - 108
  • [4] Path planning for nonholonomic car-like mobile robots using genetic algorithms
    Cheng, Weiming
    Tang, Zhenmin
    Zhao, Chunxia
    Tang, Lei
    Guo, Zhibo
    2006 8TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-4, 2006, : 3183 - +
  • [5] Path planning for car-like robots using global analysis and local evaluation
    Jiang, K
    Seneviratne, LD
    Earles, SWE
    ETFA '96 - 1996 IEEE CONFERENCE ON EMERGING TECHNOLOGIES AND FACTORY AUTOMATION, PROCEEDINGS, VOLS 1 AND 2, 1996, : 482 - 488
  • [6] Path Planning Based on Fuzzy Logic Algorithm for Mobile Robots in Static Environment
    Li, Qing
    Zhang, Chao
    Han, Caiwei
    Xu, Yinmei
    Yin, Yixin
    Zhang, Weicun
    2013 25TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2013, : 2866 - 2871
  • [7] Efficiency-optimized path planning algorithm for car-like mobile robots in bilateral constraint corridor environments
    Zhong, Junkui
    Kong, Deyi
    Wei, Yuliang
    Hu, Xiaojuan
    Yang, Yang
    ROBOTICS AND AUTONOMOUS SYSTEMS, 2025, 186
  • [8] Integrating uncertainty and landmarks in path planning for car-like robots
    Fraichard, T
    Mermond, R
    INTELLIGENT AUTONOMOUS VECHICLES 1998 (IAV'98), 1998, : 135 - 140
  • [9] Local Path Planning for Mobile Robots Based on Fuzzy Dynamic Window Algorithm
    Sun, Ying
    Wang, Wenlu
    Xu, Manman
    Huang, Li
    Shi, Kangjing
    Zou, Chunlong
    Chen, Baojia
    SENSORS, 2023, 23 (19)
  • [10] Dynamic path modification for car-like nonholonomic mobile robots
    Khatib, M
    Jaouni, H
    Chatila, R
    Laumond, JP
    1997 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION - PROCEEDINGS, VOLS 1-4, 1997, : 2920 - 2925