跳到主要导航 跳到搜索 跳到主要内容

Design, Implementation, and Evaluation of a Roadside Cooperative Perception System

  • Rusheng Zhang
  • , Zhengxia Zou
  • , Shengyin Shen
  • , Henry X. Liu*
  • *此作品的通讯作者

科研成果: 期刊稿件文章同行评审

摘要

Recently, with the advancement in autonomous driving, artificial intelligence, and vehicle-to-everything (V2X) communications, cooperative perception between roadway infrastructure and connected and automated vehicles via V2X communications has attracted increasing attention. However, most of the systems and prototypes reported are still at an initial stage. This paper introduces a newly developed and deployed roadside cooperative perception system with an edge-cloud structure and multiple kinds of sensors, including fisheye cameras, thermal cameras, and long-distance radars. The system is deployed at a roundabout at the intersection of State St. and W. Ellsworth Rd. in Ann Arbor, Michigan, U.S. With an edge-cloud structure, it can execute high-performance detection algorithms on edge devices at the field and collect data and analyze it on the cloud. The performance, in relation to detection rate, localization accuracy, and latency, is analyzed using the data collected from the field. These results show that the system has high potential for a wide range of applications, including infrastructurevehicle cooperative perception, traffic data collection, and road safety studies. Two example applications—traffic volume monitoring and road safety warning—are introduced in the latter part of the paper to demonstrate the system’s capability.

源语言英语
页(从-至)273-284
页数12
期刊Transportation Research Record
2676
11
DOI
出版状态已出版 - 11月 2022
已对外发布

指纹

探究 'Design, Implementation, and Evaluation of a Roadside Cooperative Perception System' 的科研主题。它们共同构成独一无二的指纹。

引用此