Responsive CPG-Based Locomotion Control for Quadruped Robots

被引:0
|
作者
Zhang, Yihui [1 ]
Hu, Cong [2 ]
Qiu, Binbin [3 ]
Tan, Ning [1 ]
机构
[1] Sun Yat Sen Univ, Sch Comp Sci & Engn, Guangzhou, Peoples R China
[2] Guilin Univ Elect Technol, Guangxi Key Lab Automat Detecting Technol & Instr, Guilin, Peoples R China
[3] Sun Yat Sen Univ, Sch Intelligent Syst Engn, Shenzhen, Peoples R China
基金
中国国家自然科学基金;
关键词
Gradient CPG; Vestibular sensory feedback; Differential evolution algorithm; Quadruped robots; OPTIMIZATION;
D O I
10.1007/978-981-99-8073-4_22
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Quadruped robots with flexible movement are gradually replacing traditional mobile robots in many spots. To improve the motion stability and speed of the quadruped robot, this paper presents a responsive gradient CPG (RG-CPG) approach. Specifically, the method introduces a vestibular sensory feedback mechanism into the gradient CPG (central pattern generators) model and uses a differential evolution algorithm to optimize the vestibular sensory feedback parameters. Simulation results show that the movement stability and linear movement velocity of the quadruped robot controlled by RG-CPG are effectively improved, and the quadruped robot can cope with complex terrains. Prototype experiments demonstrate that RG-CPG works for real quadruped robots.
引用
收藏
页码:279 / 290
页数:12
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