Consolidating Kinematic Models to Promote Coordinated Mobile Manipulations
Jiao, Ziyuan, Zhang, Zeyu, Jiang, Xin, Han, David, Zhu, Song-Chun, Zhu, Yixin, Liu, Hangxin
–arXiv.org Artificial Intelligence
We construct a Virtual Kinematic Chain (VKC) that readily consolidates the kinematics of the mobile base, the arm, and the object to be manipulated in mobile manipulations. Accordingly, a mobile manipulation task is represented by altering the state of the constructed VKC, which can be converted to a motion planning problem, formulated, and solved by trajectory optimization. This new VKC perspective of mobile manipulation allows a service robot to (i) produce well-coordinated motions, suitable for complex household environments, and (ii) perform intricate multi-step tasks while interacting with multiple objects without an explicit definition of intermediate goals. In simulated experiments, we validate these advantages by comparing the VKC-based approach with baselines that solely optimize individual components. The results manifest that VKC-based joint modeling and planning promote task success rates and produce more efficient trajectories.
arXiv.org Artificial Intelligence
Aug-10-2021
- Country:
- North America > United States
- California (0.04)
- Asia > Middle East
- Republic of Türkiye > Karaman Province > Karaman (0.04)
- North America > United States
- Genre:
- Research Report (0.50)
- Technology: