Detection and Tracking of Moving Objects Using a Roadside LiDAR System

IF 17.7 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-02-01 DOI:10.1109/MIM.2024.10423660
M. D’Arco, Luigi Fratelli, Giuseppe Graber, Martina Guerritore
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Abstract

Monitoring vehicles and pedestrians in urban environments, as required in autonomous/assisted driving, smart crossing, and traffic surveillance, can be performed by means of different systems that use camera, RADAR, or LiDAR sensors. The systems based on the use of the most recent high-resolution LiDARs, characterized by high data throughputs, increase the demand for significant hardware resources, in terms of both storage capabilities and processing units. These hardware resources are supposed to be locally connected to the same system, since bulk transfers to remote units for exploiting cloud services would imply excessive latencies. As the computational effort of the processing tasks seems out-of-reach for low-cost processors, powerful workstations are typically deployed to execute them.
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使用路边激光雷达系统探测和跟踪移动物体
根据自动/辅助驾驶、智能过马路和交通监控的需要,可通过使用摄像头、雷达或激光雷达传感器的不同系统对城市环境中的车辆和行人进行监控。基于最新高分辨率激光雷达的系统具有数据吞吐量高的特点,因此在存储能力和处理单元方面都需要大量的硬件资源。这些硬件资源应在本地连接到同一系统,因为利用云服务向远程单元进行批量传输会导致过长的延迟。由于处理任务的计算量似乎超出了低成本处理器的能力范围,因此通常会部署功能强大的工作站来执行这些任务。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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