A Large-Scale Analysis to Optimize the Control and V2V Communication Protocols for CDA Agreement-Seeking Cooperation

IF 3.9 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Control Systems Technology Pub Date : 2024-03-21 DOI:10.1109/TCST.2024.3400570
Eunjeong Hyeon;Priyash Misra;Dominik Karbowski
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Abstract

Cooperative driving automation (CDA) Class C, agreement-seeking cooperation, is an innovative and practical solution that can promote cooperation among general passenger vehicles on the road. However, more comprehensive studies are needed before establishing the standard protocols of agreement-seeking cooperation, such as communication frequency and the duration of cooperation. This article presents an initiative study on the impacts of communication capabilities on agreement-seeking cooperation. Through a large-scale analysis by regulating vehicle-to-vehicle (V2V) communication metrics, this work suggests desirable system parameters that can maximize the benefits of cooperation and ensure reliable operability while avoiding exhaustive communication loads. As the first step, an example agreement-seeking cooperation system is created for a car-following scenario, including decision-making and control algorithms for autonomous vehicles. Then, software-in-the-loop tests explore the performance of the developed system as it encounters various communication risks, such as latency and message packet drops. The system performance metrics are evaluated from various angles, including the time consumed for the agreement-seeking process, cooperation ratio, and the ratio of faulty cooperation. Energy saving from the cooperation is assessed by using simulation software that can run multiple high-fidelity vehicle models simultaneously. Based on the analyses, this article suggests the V2V communication requirements for the reliable operation of CDA agreement-seeking, which can be referred to when developing the standard protocols of agreement-seeking cooperation.
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为优化 CDA 协议寻求合作的控制和 V2V 通信协议而进行的大规模分析
协同驾驶自动化(CDA) C级,协议寻求合作,是一种创新和实用的解决方案,可以促进普通乘用车在道路上的合作。但是,在建立协议合作的标准协议之前,还需要进行更全面的研究,例如通信频率和合作期限。本文对沟通能力对协议寻求合作的影响进行了初步研究。通过调节车对车(V2V)通信指标的大规模分析,本工作提出了理想的系统参数,可以最大限度地提高合作效益,确保可靠的可操作性,同时避免详尽的通信负载。首先,针对自动驾驶汽车的决策和控制算法,创建了一个汽车跟随场景的协议寻求合作系统示例。然后,软件在循环测试探索开发的系统在遇到各种通信风险(如延迟和消息包丢失)时的性能。系统性能指标从多个角度进行评估,包括协议寻求过程所消耗的时间、合作比率和错误合作比率。通过使用可同时运行多个高保真汽车模型的仿真软件来评估合作的节能效果。在此基础上,提出了CDA寻协议可靠运行的V2V通信要求,为制定寻协议合作标准协议提供参考。
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来源期刊
IEEE Transactions on Control Systems Technology
IEEE Transactions on Control Systems Technology 工程技术-工程:电子与电气
CiteScore
10.70
自引率
2.10%
发文量
218
审稿时长
6.7 months
期刊介绍: The IEEE Transactions on Control Systems Technology publishes high quality technical papers on technological advances in control engineering. The word technology is from the Greek technologia. The modern meaning is a scientific method to achieve a practical purpose. Control Systems Technology includes all aspects of control engineering needed to implement practical control systems, from analysis and design, through simulation and hardware. A primary purpose of the IEEE Transactions on Control Systems Technology is to have an archival publication which will bridge the gap between theory and practice. Papers are published in the IEEE Transactions on Control System Technology which disclose significant new knowledge, exploratory developments, or practical applications in all aspects of technology needed to implement control systems, from analysis and design through simulation, and hardware.
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