Vehicle-Road-Cloud Collaborative Perception Framework and Key Technologies: A Review

云计算 钥匙(锁) 计算机科学 智能交通系统 感知 运输工程 工程类 计算机安全 心理学 神经科学 操作系统
作者
Bolin Gao,Jiaxi Liu,Hengduo Zou,Jiaxing Chen,Lei He,Keqiang Li
出处
期刊:IEEE Transactions on Intelligent Transportation Systems [Institute of Electrical and Electronics Engineers]
卷期号:25 (12): 19295-19318 被引量:42
标识
DOI:10.1109/tits.2024.3459799
摘要

Over recent years, the Vehicle-Road-Cloud Integration System (VRCIS) and Intelligent and Connected Vehicles (ICVs) have gained significant attention in the realm of autonomous driving. By sharing data across diverse traffic participants and coordinating with VRCIS, ICVs can achieve enhanced perception accuracy and superior driving decisions, surpassing autonomous vehicles that rely solely on onboard sensors. Existing literature explores VRCIS’ overall architecture, applications, and deployment status. However, there is a lack of a comprehensive review focusing on the overarching architecture of ICV’s perception and its associated technologies, which are fundamental to VRCIS from an information integration perspective. This gap hinders the development of a robust perception framework for VRCIS, including the crucial perception technologies specific to it. This survey seeks to bridge this gap by offering an exhaustive review of the designed VRCIS perception framework and its specific perception technologies. Firstly, an overview of VRCIS’ perception architecture is provided, and the application relationships among various perception technologies are elucidated. Then, single-node, multi-node, and vehicle-road-cloud collaborative perception technologies are explored in sequence. Finally, the survey concludes with a discussion of insights and prospective future directions for VRCIS.
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