Leveraging RL for Efficient Collection of Perception Messages in Vehicular Networks

C Zoghlami, R Kacimi, R Dhaou - 2024 Global Information …, 2024 - ieeexplore.ieee.org
Cooperative messages play a vital role in vehicle-to-everything (V2X) applications by
enhancing situational awareness, supporting collision avoidance and improving traffic …

Delay-Aware Cooperative Perception with Deep Reinforcement Learning in Vehicular Networks

F Xu, C Chen, H Zheng, X Feng - 2024 9th International …, 2024 - ieeexplore.ieee.org
Cooperative perception is an advanced strategy within traffic systems designed to enhance
the environmental perception capabilities of vehicles, where participants exchange …

Building an sdvn framework for rsu-centric cooperative perception with heterogeneous v2x

Z Li, T Yu, T Suzuki, K Sakaguchi - 2023 IEEE 20th Consumer …, 2023 - ieeexplore.ieee.org
In Cooperative Intelligent Transportation System (C-ITS), cooperative perception emerges
as a core application empowered by Vehicle-to-Everything (V2X) communications to …

On the benefits of increased vehicles perception to cooperative communications: a performance evaluation study

S Faiz, N Achir, K Boussetta - Proceedings of the ACM MobiArch 2020 …, 2020 - dl.acm.org
Intelligent Transportation Systems (ITS) are expected to play a vital role in increasing road
safety and road efficiency in the near future. The primary feature of ITS applications is to …

Cooperative awareness using roadside unit networks in mixed traffic

M Tsukada, M Kitazawa, T Oi… - 2019 IEEE Vehicular …, 2019 - ieeexplore.ieee.org
Vehicle-to-vehicle (V2V) messaging is an indispensable component of connected
autonomous vehicle systems. Although V2V standards have been specified by the …

Vehicular cooperative perception through action branching and federated reinforcement learning

MK Abdel-Aziz, C Perfecto… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Cooperative perception plays a vital role in extending a vehicle's sensing range beyond its
line-of-sight. However, exchanging raw sensory data under limited communication …

Feature-based vehicle identification framework for optimization of collective perception messages in vehicular networks

H Masuda, O El Marai, M Tsukada… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The world is moving towards a fully connected digital world, where objects produce and
consume data, at a sultry pace. Autonomous vehicles will play a key role in bolstering the …

Collision-Aware Clustering for enhanced Cooperative Perception in V2V Systems

B Hakim, AA Elbery, MS Hefeida… - … 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Intelligent Transportation Systems (ITS) rely on connected vehicles to overcome problems
such as occlusions and potential accidents, due to non-line-of-sight (NLoS) and other …

[PDF][PDF] Cooperative perception of autonomous vehicles for semi-connected environment

B Hakim - 2023 - qspace.library.queensu.ca
Abstract Connected Autonomous Vehicles (CAV) holds great promise for improving road
safety by reducing human error and lowering accident rates. However, the contemporary …

[HTML][HTML] Scalable cooperative perception for connected and automated driving

G Thandavarayan, M Sepulcre, J Gozalvez… - Journal of Network and …, 2023 - Elsevier
Cooperative perception (aka Collective perception or cooperative sensing) will allow
Connected and Automated Vehicles (CAVs) to share information about detected objects …