Federated learning for vehicular internet of things: Recent advances and open issues

Z Du, C Wu, T Yoshinaga, KLA Yau… - IEEE Open Journal of …, 2020 - ieeexplore.ieee.org
Federated learning (FL) is a distributed machine learning approach that can achieve the
purpose of collaborative learning from a large amount of data that belong to different parties …

On the design of sidelink for cellular V2X: A literature review and outlook for future

A Bazzi, AO Berthet, C Campolo, BM Masini… - IEEE …, 2021 - ieeexplore.ieee.org
Connected and fully automated vehicles are expected to revolutionize our mobility in the
near future on a global scale, by significantly improving road safety, traffic efficiency, and …

Demonstrations of cooperative perception: Safety and robustness in connected and automated vehicle operations

M Shan, K Narula, YF Wong, S Worrall, M Khan… - Sensors, 2020 - mdpi.com
Cooperative perception, or collective perception (CP), is an emerging and promising
technology for intelligent transportation systems (ITS). It enables an ITS station (ITS-S) to …

Generation of cooperative perception messages for connected and automated vehicles

G Thandavarayan, M Sepulcre… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Connected and Automated Vehicles (CAVs) utilize a variety of onboard sensors to sense
their surrounding environment. CAVs can improve their perception capabilities if vehicles …

Blockchain for vehicular Internet of Things: Recent advances and open issues

C Peng, C Wu, L Gao, J Zhang, KL Alvin Yau, Y Ji - Sensors, 2020 - mdpi.com
The vehicular Internet of Things (IoT) comprises enabling technologies for a large number of
important applications including collaborative autonomous driving and advanced …

Collective perception: A safety perspective

FA Schiegg, I Llatser, D Bischoff, G Volk - Sensors, 2020 - mdpi.com
Vehicle-to-everything (V2X) communication is seen as one of the main enabling
technologies for automated vehicles. Collective perception is especially promising, as it …

Cooperative perception for connected and automated vehicles: Evaluation and impact of congestion control

G Thandavarayan, M Sepulcre, J Gozalvez - IEEE Access, 2020 - ieeexplore.ieee.org
Automated vehicles make use of multiple sensors to detect their surroundings. Sensors have
significantly improved over the years but still face challenges due to the presence of …

Analysis and evaluation of information redundancy mitigation for v2x collective perception

Q Delooz, A Willecke, K Garlichs, AC Hagau… - IEEE …, 2022 - ieeexplore.ieee.org
Sensor data sharing enables vehicles to exchange locally perceived sensor data among
each other and with the roadside infrastructure to increase their environmental awareness. It …

Performance of decentralized cooperative perception in v2v connected traffic

DHD Yoon, B Ayalew, GGMN Ali - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
This paper presents and evaluates a unified cooperative perception framework that employs
vehicle-to-vehicle (V2V) connectivity. At the core of the framework is a decentralized data …

[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 …