Dadu-P: A Scalable Accelerator for Robot Motion Planning in a Dynamic Environment

被引:47
|
作者
Lian, Shiqi [1 ,2 ]
Han, Yinhe [1 ]
Chen, Xiaoming [1 ]
Wang, Ying [1 ]
Xiao, Hang [1 ,2 ]
机构
[1] Chinese Acad Sci, Inst Comp Technol, State Key Lab Comp Architecture, Beijing, Peoples R China
[2] Univ Chinese Acad Sci, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
FRAMEWORK;
D O I
10.1145/3195970.3196020
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As a critical operation in robotics, motion planning consumes lots of time and energy, especially in a dynamic environment. Through approaches based on general-purpose processors, it is hard to get a valid planning in real time. We present an accelerator to speed up collision detection, which costs over 90% of the computation time in motion planning. Via the octree-based roadmap representation, the accelerator can be reconfigured online and support large roadmaps. We in addition propose an effective algorithm to update the roadmap in a dynamic environment, together with a batched incremental processing approach to reduce the complexity of collision detection. Experimental results show that our accelerator achieves 26.5X speedup than an existing CPU-based approach. With the incremental approach, the performance further improves by 10X while the solution quality is degraded by 10% only.
引用
收藏
页数:6
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