Positional Accuracy Provided by State-of-the-Art Cooperative Awareness and Collective Perception

被引:0
作者
Pilz, Christoph [1 ,2 ]
Steinberger, Alina [1 ,2 ]
Kuschnig, Lukas [2 ]
Schratter, Markus [1 ,2 ]
Neumayr, Thomas [2 ]
Steinbauer-Wagner, Gerald [1 ]
机构
[1] Graz Univ Technol, Graz, Austria
[2] Virtual Vehicle Res GmbH, Graz, Austria
来源
2023 IEEE 26TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS, ITSC | 2023年
关键词
D O I
10.1109/ITSC57777.2023.10422653
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Cooperative awareness (CA) and collective perception (CP) deal with the exchange of perception data within vehicle-to-everything (V2X). The achievable and needed accuracy is not yet analyzed in detail. The baseline for accuracy is the data from simulations, recommendations provided by standards, or various perception datasets with a disconnect between localization accuracy and perception accuracy. We extended a state-of-the-art (SOTA) automated driving (AD) platform with CA/CP functionality in our work. We then deployed it on two street-legal AD demonstrators (ADDs) and did an extensive field test to acquire data. With the data, we show the achievable accuracy of SOTA systems and discuss the requirements for future implementations.
引用
收藏
页码:541 / 548
页数:8
相关论文
共 33 条
  • [1] Vehicular Cooperative Perception Through Action Branching and Federated Reinforcement Learning
    Abdel-Aziz, Mohamed K.
    Perfecto, Cristina
    Samarakoon, Sumudu
    Bennis, Mehdi
    Saad, Walid
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 2022, 70 (02) : 891 - 903
  • [2] Abdelkader G., 2021, A novel lane overtaking approach for connected vehicles using cooperative perception
  • [3] Adamey E., 2015, SAE International
  • [4] Allig C., 2019, Trustworthiness estimation of entities within collective perception
  • [5] Aniss H., 2022, Maximizing information usefulness in vehicular cp networks using actor-critic reinforcement learning
  • [6] V2X Misbehavior and Collective Perception Service: Considerations for Standardization
    Ansari, Mohammad Raashid
    Monteuuis, Jean-Philippe
    Petit, Jonathan
    Chen, Cong
    [J]. 2021 IEEE CONFERENCE ON STANDARDS FOR COMMUNICATIONS AND NETWORKING (IEEE CSCN), 2021,
  • [7] Safe Intersection Management With Cooperative Perception for Mixed Traffic of Human-Driven and Autonomous Vehicles
    Aoki, Shunsuke
    Rajkumar, Ragunathan
    [J]. IEEE OPEN JOURNAL OF VEHICULAR TECHNOLOGY, 2022, 3 : 251 - 265
  • [8] Aoki S, 2020, IEEE INT VEH SYM, P328, DOI [10.1109/iv47402.2020.9304570, 10.1109/IV47402.2020.9304570]
  • [9] C2C-CC, 2022, Basic system profile 1.6.3
  • [10] Correia M., 2022, Electronics