Towards C-V2X Enabled Collaborative Autonomous Driving

计算机科学 感知 高级驾驶员辅助系统 自动驾驶 GSM演进的增强数据速率 人机交互 分布式计算 工程类 运输工程 人工智能 生物 操作系统 神经科学
作者
Yuankai He,Baofu Wu,Zheng Dong,Jian Wan,Weisong Shi
出处
期刊:IEEE Transactions on Vehicular Technology [Institute of Electrical and Electronics Engineers]
卷期号:72 (12): 15450-15462 被引量:3
标识
DOI:10.1109/tvt.2023.3299844
摘要

Intelligent vehicles, including autonomous vehicles and vehicles equipped with ADAS systems, are single-agent systems that navigate solely on the information collected by themselves. However, despite rapid advancements in hardware and algorithms, many accidents still occur due to the limited sensing coverage from a single-agent perception angle. These tragedies raise a critical question of whether single-agent autonomous driving is safe. Preliminary investigations on this safety issue led us to create a C-V2X-enabled collaborative autonomous driving framework (CCAD) to observe the driving circumstance from multiple perception angles. Our framework uses C-V2X technology to connect infrastructure with vehicles and vehicles with vehicles to transmit safety-critical information and to add safety redundancies. By enabling these communication channels, we connect previously independent single-agent vehicles and existing infrastructure. This paper presents a prototype of our CCAD framework with RSU and OBU as communication devices and an edge-computing device for data processing. We also present a case study of successfully implementing an infrastructure-based collaborative lane-keeping with the CCAD framework. Our case study evaluations demonstrate that the CCAD framework can transmit, in real-time, personalized lane-keeping guidance information when the vehicle cannot find the lanes. The evaluations also indicate that the CCAD framework can drastically improve the safety of single-agent intelligent vehicles and open the doors to many more collaborative autonomous driving applications.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
Los_buscadores完成签到,获得积分10
刚刚
共享精神应助lulu采纳,获得10
刚刚
1秒前
3秒前
HYT完成签到 ,获得积分10
3秒前
ZZ发布了新的文献求助10
4秒前
4秒前
不朽完成签到 ,获得积分10
5秒前
5秒前
5秒前
端庄忆梅发布了新的文献求助10
7秒前
YY230512发布了新的文献求助30
9秒前
徐向成发布了新的文献求助10
10秒前
潇洒从阳发布了新的文献求助10
11秒前
11秒前
13秒前
13秒前
13秒前
124发布了新的文献求助10
14秒前
15秒前
15秒前
小毛发布了新的文献求助10
16秒前
16秒前
16秒前
Li应助学者11111采纳,获得10
17秒前
lulu发布了新的文献求助10
17秒前
从容诗桃发布了新的文献求助10
17秒前
remimazolam发布了新的文献求助10
18秒前
岩鹰完成签到,获得积分10
18秒前
1121发布了新的文献求助10
18秒前
可爱的函函应助cc采纳,获得10
19秒前
淡然绝山发布了新的文献求助10
19秒前
DIDIDI发布了新的文献求助10
19秒前
小太阳发布了新的文献求助10
19秒前
小蘑菇应助小李同学采纳,获得10
20秒前
mingweige发布了新的文献求助10
20秒前
万能图书馆应助陈瑞采纳,获得10
21秒前
轻松的芯完成签到 ,获得积分10
21秒前
乔乔发布了新的文献求助10
22秒前
希望天下0贩的0应助Janus采纳,获得10
23秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Molecular Biology of Cancer: Mechanisms, Targets, and Therapeutics 3000
Les Mantodea de guyane 2500
VASCULITIS(血管炎)Rheumatic Disease Clinics (Clinics Review Articles) —— 《风湿病临床》(临床综述文章) 1000
Feldspar inclusion dating of ceramics and burnt stones 1000
What is the Future of Psychotherapy in a Digital Age? 801
The Psychological Quest for Meaning 800
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5971712
求助须知:如何正确求助?哪些是违规求助? 7288942
关于积分的说明 15992394
捐赠科研通 5109548
什么是DOI,文献DOI怎么找? 2744066
邀请新用户注册赠送积分活动 1709783
关于科研通互助平台的介绍 1621760