Mobile Edge Intelligence and Computing for the Internet of Vehicles

计算机科学 边缘计算 云计算 GSM演进的增强数据速率 互联网 计算机网络 边缘设备 大数据 架空(工程) 无线 分布式计算 电信 万维网 操作系统
作者
Jun Zhang,Khaled B. Letaief
出处
期刊:Proceedings of the IEEE [Institute of Electrical and Electronics Engineers]
卷期号:108 (2): 246-261 被引量:411
标识
DOI:10.1109/jproc.2019.2947490
摘要

The Internet of Vehicles (IoV) is an emerging paradigm that is driven by recent advancements in vehicular communications and networking. Meanwhile, the capability and intelligence of vehicles are being rapidly enhanced, and this will have the potential of supporting a plethora of new exciting applications that will integrate fully autonomous vehicles, the Internet of Things (IoT), and the environment. These trends will bring about an era of intelligent IoV, which will heavily depend on communications, computing, and data analytics technologies. To store and process the massive amount of data generated by intelligent IoV, onboard processing and cloud computing will not be sufficient due to resource/power constraints and communication overhead/latency, respectively. By deploying storage and computing resources at the wireless network edge, e.g., radio access points, the edge information system (EIS), including edge caching, edge computing, and edge AI, will play a key role in the future intelligent IoV. EIS will provide not only low-latency content delivery and computation services but also localized data acquisition, aggregation, and processing. This article surveys the latest development in EIS for intelligent IoV. Key design issues, methodologies, and hardware platforms are introduced. In particular, typical use cases for intelligent vehicles are illustrated, including edge-assisted perception, mapping, and localization. In addition, various open-research problems are identified.
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