Joint Vehicle Tracking and RSU Selection for V2I Communications With Extended Kalman Filter

@article{Song2022JointVT,
  title={Joint Vehicle Tracking and RSU Selection for V2I Communications With Extended Kalman Filter},
  author={Jihoon Song and Seong-Hwan Hyun and Jong-Ho Lee and Jeongsik Choi and Seong-Cheol Kim},
  journal={IEEE Transactions on Vehicular Technology},
  year={2022},
  volume={71},
  pages={5609-5614}
}
We develop joint vehicle tracking and road side unit (RSU) selection algorithms suitable for vehicle-to-infrastructure (V2I) communications. We first design an analytical framework for evaluating vehicle tracking systems based on the extended Kalman filter. A simple, yet effective, metric that quantifies the vehicle tracking performance is derived in terms of the angular derivative of a dominant spatial frequency. Second, an RSU selection algorithm is proposed to select a proper RSU that… 
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References

SHOWING 1-10 OF 14 REFERENCES

Adaptive Beam Design for V2I Communications Using Vehicle Tracking With Extended Kalman Filter

Numerical results verify that the EKF-based vehicle tracking algorithm and the proposed beamforming structure are more suitable for vehicle-to-infrastructure networks compared to existing schemes.

Joint Communication and Control System Design for Connected and Autonomous Vehicle Navigation

Simulation results validate the theoretical results and show that the proposed joint design can improve the number of reliable V2X pairs by as much as 70% compared to a baseline scheme that optimizes the communication and control systems independently.

Kalman Filter for Moving Object Tracking: Performance Analysis and Filter Design

This chapter presents Kalman filters for tracking moving objects and their efficient design strategy based on steady-state performance analysis. First, a dynamic/measure-ment model is defined for the…

Fast Channel Estimation and Beam Tracking for Millimeter Wave Vehicular Communications

This paper proposes an algorithm termed robust adaptive multi-feedback (RAF) that achieves comparable estimation performance as existing channel estimation algorithms, with a significantly smaller number of feedback bits, for channel estimation and beam tracking in a vehicular network setting.

Road Side Unit Deployment: A Density-Based Approach

This paper proposes a Density-based Road Side Unit deployment policy (D-RSU), specially designed to obtain an efficient system with the lowest possible cost to alert emergency services in case of an accident, based on deploying RSUs using an inverse proportion to the expected density of vehicles.

C-V2X Supported Automated Driving

5G-based cellular vehicle-to-everything (C-V2X) collaborative sensing based on the results of trials conducted at test sites in China and Finland indicates that the round-trip is stable (< 60 ms) even when exchanging 1 MB/s between vehicles.

Millimeter-Wave Vehicular Communication to Support Massive Automotive Sensing

The case is made that mmWave communication is the only viable approach for high bandwidth connected vehicles and the overhead of mmWave beam training is proposed, showing that the beam alignment overhead can be reduced by using position information obtained from DSRC.

Beam tracking for mobile millimeter wave communication systems

  • Vutha VaH. VikaloR. Heath
  • Computer Science
    2016 IEEE Global Conference on Signal and Information Processing (GlobalSIP)
  • 2016
A beam tracking method requiring to train only one beam pair to track a path in the analog beamforming architecture is developed, considering its low complexity which is suitable for mobile settings, the extended Kalman filter is chosen as the tracking filter.

A Network-Based Seamless Handover Scheme for VANETs

A network-based L2 extension handover scheme for VANET that decouples the AR functions from the RSU and supports seamlessness in both the intra-AR and inter-AR handovers with buffering at the AR.

Coordinated multipoint: Concepts, performance, and field trial results

The principal feasibility of COMP is shown in two field testbeds with multiple sites and different backhaul solutions between the sites, and significant gains can be shown for both the uplink and downlink.