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Optimisation strategy of roadside units deployment towards VANET localisation with dead reckoning

Authors :
Yaping Zhu
Weiwe Xia
Rui Zhang
Shanjie Zhang
Lianfeng Shen
Feng Yan
Source :
IET Communications. 14:3504-3511
Publication Year :
2020
Publisher :
Institution of Engineering and Technology (IET), 2020.

Abstract

In vehicle ad-hoc networks (VANETs), the full coverage of roadside units (RSUs) is not necessary with the assistance of dead reckoning (DR) for the RSU-based vehicle localisation. This study proposes an optimisation strategy of RSUs deployment, which seeks an optimal RSU layout ensuring the best localisation accuracy with a minimum number of RSUs. With the assistance of DR, first, the average geometric dilution of precision (GDOP) for a specific localisation region is derived through a non-linear recursive model. Then the RSUs deployment is formulated into an optimisation problem, and the objective is as a function of the average GDOP and deploying interval. Finally, the optimisation problem is solved by a centre particle swarm optimisation (CPSO) algorithm. The convergence and stability of CPSO are evaluated via simulations. Furthermore, simulations also show that the proposed strategy can optimise the localisation accuracy of RSUs deployment in the VANET scenario.

Details

ISSN :
17518636 and 17518628
Volume :
14
Database :
OpenAIRE
Journal :
IET Communications
Accession number :
edsair.doi...........dfc80d2bb303c7c83470381cdd1a962c
Full Text :
https://doi.org/10.1049/iet-com.2019.0814