A Unified Cloud Platform for Autonomous Driving

A Unified Cloud Platform for Autonomous Driving
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DOI:
10.1109/mc.2017.4451224
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发表时间:
2017-12-01
期刊:
影响因子:
2.2
通讯作者:
Gaudiot, Jean-Luc
Gaudiot, Jean-Luc
中科院分区:
计算机科学4区
文献类型:
--
作者:
Liu, Shaoshan;Tang, Jie;Gaudiot, Jean-Luc

文献摘要

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针对每个自动驾驶应用程序的云量支持将需要维护多个基础架构,从而可能导致资源利用率较低,性能低和高管理开销。为了解决这个问题,作者提出了一个统一的云基础架构,该基础架构具有用于分布式计算的SPARK,用于分布式存储的Alluxio和OpenCL来利用异质计算资源,以提高性能和能源效率。
Tailoring cloud support for each autonomous-driving application would require maintaining multiple infrastructures, potentially resulting in low resource utilization, low performance, and high management overhead. To address this problem, the authors present a unified cloud infrastructure with Spark for distributed computing, Alluxio for distributed storage, and OpenCL to exploit heterogeneous computing resources for enhanced performance and energy efficiency.