Autonomous Legged Robot Navigation with Environment Awareness System in Complex Outdoor Environments
Jiamin Guo, Guanglin Lu, Teng Chen, Xuewen Rong, Yibin Li, Zhiying Wang, Haoning Zhao, Jialin Zhang
- 发表年份
- 2021
- 引用次数
- 2
摘要
In order to solve the navigation of legged robot in outdoors, this paper constructs the environment awareness system. Firstly, the Graph Simultaneous Localization and Mapping (Graph-SLAM) is used to establish the 3D environment modeling and the hybrid filtering algorithm is proposed to reduce the high frequency noise of the model. Secondly, the 5 Dimension (5D) Spatial Descriptor is designed to analyze the terrain traversability region of the legged robot. After that, Variant Step Size Rapidly Exploring Random Trees (VSSRRT) is introduced for path planning. Finally, the experiment is carried out with the Yobogo legged robot which verifies that the system can satisfy the navigation requirements of the legged robot.
关键词
相关论文
Statistical Learning Theory
Yuhai Wu, Vladimir Vapnik
1999
Artificial intelligence: a modern approach
1995
Applied Nonlinear Control
Jean-Jacques Slotine, Weiping Li
1991
A new optimizer using particle swarm theory
R.C. Eberhart, James Kennedy
2002