The Microarchitecture of a Real-Time Robot Motion Planning Accelerator

被引:0
|
作者
Murray, Sean [1 ]
Floyd-Jones, William
Qi, Ying
Konidaris, George
Sorin, Daniel J.
机构
[1] Duke Univ, Dept Comp Sci, Durham, NC 27706 USA
来源
2016 49TH ANNUAL IEEE/ACM INTERNATIONAL SYMPOSIUM ON MICROARCHITECTURE (MICRO) | 2016年
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中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We have developed a hardware accelerator for motion planning, a critical operation in robotics. In this paper, we present the microarchitecture of our accelerator and describe a prototype implementation on an FPGA. We experimentally show that the accelerator improves performance by three orders of magnitude and improves power consumption by more than one order of magnitude. These gains are achieved through careful hardware/software co-design. We modify conventional motion planning algorithms to aggressively precompute collision data, as well as implement a microarchitecture that leverages the parallelism present in the problem.
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页数:12
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