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Oops! It's Too Late. Your Autonomous Driving System Needs a Faster Middleware
Wu, Tianze1,2; Wu, Baofu3,4; Wang, Sa5,6; Liu, Liangkai4; Liu, Shaoshan7; Bao, Yungang8,9; Shi, Weisong4
2021-10-01
发表期刊IEEE ROBOTICS AND AUTOMATION LETTERS
ISSN2377-3766
卷号6期号:4页码:7301-7308
摘要Autonomous Driving (AD) has entered a period of rapid development in recent years. With the amount of sensors and control logics installed increasing tremendously to guarantee robustness, a big challenge is posed for AD middleware. Both the academia and the industry are eager for an investigation of the performance of middlewares in Autonomous Driving Vehicles (AVs). To fill this gap, we summarize typical communication scenarios of AVs and evaluate different communication mechanisms of three popular open-source middlewares comprehensively. Besides, we construct a benchmark pack named ComP which consists of a perception communication scenario and a group of real AD applications for researchers to assess middleware performance. Our findings provide useful guidelines for researchers and insightful optimization advice for designing middlewares.
关键词Embedded systems for robotic and automation software architecture for robotic and automation distributed robot systems
DOI10.1109/LRA.2021.3097439
收录类别SCI
语种英语
资助项目Key Area Research and Development Program of Guangdong Province[2020B010164003] ; National Natural Science Foundation of China[62090020] ; Youth Innovation Promotion Association of Chinese Academy of Sciences[2013073] ; Youth Innovation Promotion Association of Chinese Academy of Sciences[2020105] ; Strategic Priority Research Program of Chinese Academy of Sciences[XDC05030200]
WOS研究方向Robotics
WOS类目Robotics
WOS记录号WOS:000681126100001
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
被引频次:6[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/17415
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Wu, Tianze
作者单位1.Chinese Acedemy Sci, State Key Lab Comp Architecture, Inst Comp Technol, Beijing 100089, Peoples R China
2.Univ Chinese Acad Sci, Beijing 100089, Peoples R China
3.Hangzhou Dianzi Univ, Sch Comp Sci & Technol, Hangzhou 310018, Peoples R China
4.Wayne State Univ, Detroit, MI 48202 USA
5.Univ Chinese Acad Sci, State Key Lab Comp Architecture, Inst Comp Technol, Nanjing, Peoples R China
6.Univ Chinese Acad Sci, Inst Comp Technol Nanjing, Nanjing 100190, Peoples R China
7.PerceptIn, Santa Clara, CA 95054 USA
8.Univ Chinese Acad Sci, State Key Lab Comp Architecture, Inst Comp Technol, Beijing 100190, Peoples R China
9.Peng Cheng Lab, Beijing 100190, Peoples R China
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GB/T 7714
Wu, Tianze,Wu, Baofu,Wang, Sa,et al. Oops! It's Too Late. Your Autonomous Driving System Needs a Faster Middleware[J]. IEEE ROBOTICS AND AUTOMATION LETTERS,2021,6(4):7301-7308.
APA Wu, Tianze.,Wu, Baofu.,Wang, Sa.,Liu, Liangkai.,Liu, Shaoshan.,...&Shi, Weisong.(2021).Oops! It's Too Late. Your Autonomous Driving System Needs a Faster Middleware.IEEE ROBOTICS AND AUTOMATION LETTERS,6(4),7301-7308.
MLA Wu, Tianze,et al."Oops! It's Too Late. Your Autonomous Driving System Needs a Faster Middleware".IEEE ROBOTICS AND AUTOMATION LETTERS 6.4(2021):7301-7308.
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