Design and Implementation of Vision-Based Fuzzy Obstacle Avoidance Method on Humanoid Robot

被引:0
作者
Wong, Ching-Chang [1 ]
Hwang, Chih-Lyang [1 ,2 ]
Huang, Kai-Hsiang
Hu, Yue-Yang
Cheng, Chi-Tai
机构
[1] Tamkang Univ, Dept Elect Engn, Tatung Inst Technol, Tamsui 25137, Taipei County, Taiwan
[2] Georgia Inst Technol, George W Woodruff Sch Mech Engn, Atlanta, GA 30332 USA
关键词
Humanoid robot; Autonomous mobile robot; Vision-based robot; Obstacle avoidance; Fuzzy system;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A vision-based fuzzy obstacle avoidance method is designed and implemented on a humanoid robot so that it can avoid obstacles successfully and arrive at the terminal area effectively. A humanoid robot with 23 degrees of freedom is implemented so that it can execute six basic walking motions. One vision system and one electronic compass are installed on the robot to obtain the environment information so that it can obtain the environment information to be an autonomous mobile robot. In order to avoid obstacle successfully, the minimal distance between the robot and the obstacles in the moving direction measured from the captured image of the vision system is considered as a dangerous factor in the moving direction. In order to attend at the terminal area effectively, the angle difference between the goal direction and the moving direction of the robot measured from the electronic compass is considered as a helpful factor in the moving direction. The dangerous factor and the helpful factor are considered to be two inputs of the proposed fuzzy system to evaluate the feasibility of each motion so that one of the six motions with a highest value is selected to be the next motion in every decision. Some simulation results in four different environments by placing different number of obstacles and one practical experiment of a difficult environment are presented to illustrate the effectiveness of the proposed method.
引用
收藏
页码:45 / 54
页数:10
相关论文
共 50 条
[21]   Design and Implementation of the Trajectory Tracking and Dynamic Obstacle Avoidance of Wheeled Mobile Robot Based on T–S Fuzzy Model [J].
Hung-Yi Lin ;
Shun-Hung Tsai ;
Kuan-Yo Chen .
International Journal of Fuzzy Systems, 2023, 25 :2423-2438
[22]   VISION-BASED HUMANOID NAVIGATION USING SELF-SUPERVISED OBSTACLE DETECTION [J].
Maier, Daniel ;
Stachniss, Cyrill ;
Bennewitz, Maren .
INTERNATIONAL JOURNAL OF HUMANOID ROBOTICS, 2013, 10 (02)
[23]   Autonomous quadrotor flight with vision-based obstacle avoidance in virtual environment [J].
Eresen, Aydin ;
Imamoglu, Nevrez ;
Efe, Mehmet Onder .
EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (01) :894-905
[24]   RETRACTED: Obstacle avoidance design for a humanoid intelligent robot with ultrasonic sensors (Retracted Article) [J].
Chen, Chen-Yuan ;
Shih, Bih-Yaw ;
Chou, Wei-Chung ;
Li, Ya-Ju ;
Chen, Yi-Hsuan .
JOURNAL OF VIBRATION AND CONTROL, 2011, 17 (12) :1798-1804
[25]   A Monocular Vision Obstacle Avoidance Method Applied to Indoor Tracking Robot [J].
Wang, Shubo ;
Wang, Ling ;
He, Xiongkui ;
Cao, Yi .
DRONES, 2021, 5 (04)
[26]   Design and Implementation of the Trajectory Tracking and Dynamic Obstacle Avoidance of Wheeled Mobile Robot Based on T-S Fuzzy Model [J].
Lin, Hung-Yi ;
Tsai, Shun-Hung ;
Chen, Kuan-Yo .
INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2023, 25 (06) :2423-2438
[27]   Target Grasping and Obstacle Avoidance Motion Planning of Humanoid Robot [J].
Ren, Ke ;
Lu, ZhiGuo ;
Dong, Hu ;
Cheng, Dexin ;
Yu, Yongji ;
Cui, Ruibo ;
Yu, Qingwen ;
Yan, Shiyu .
2018 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENCE AND SAFETY FOR ROBOTICS (ISR), 2018, :250-255
[28]   Design and Implementation of an Autonomous Humanoid Robot Based on Fuzzy Rule-Based Motion Controller [J].
Kasaei, S. Hamidreza Mohades ;
Kasaei, S. Mohammadreza Mohades ;
Kasaei, S. Alireza Mohades ;
Monadjemi, S. A. ;
Taheri, Mohsen .
BRAIN-BROAD RESEARCH IN ARTIFICIAL INTELLIGENCE AND NEUROSCIENCE, 2010, 1 (03) :57-64
[29]   A lane based method for obstacle avoidance of a mobile robot [J].
Ko, NY ;
Kim, SC ;
Kim, YD .
PROCEEDINGS OF THE 4TH ASIA-PACIFIC CONFERENCE ON CONTROL & MEASUREMENT, 2000, :257-262
[30]   Vision-Based Path Planning with Obstacle Avoidance for Mobile Robots using Linear Matrix Inequalities [J].
Huang, Weifeng ;
Osothsilp, Anan ;
Pourboghrat, Farzad .
11TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS AND VISION (ICARCV 2010), 2010, :1446-1451