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Evaluation of LiDAR data processing at the mobile network edge for connected vehicles

Year of publication

2021

Authors

Ojanperä, Tiia; Mäkelä, Jukka; Majanen, Mikko; Mämmelä, Olli; Martikainen, Ossi; Väisänen, Jani

Abstract

<p>5G mobile network technology together with edge computing will create new opportunities for developing novel road safety services in order to better support connected and automated driving in challenging situations. This paper studies the feasibility and benefits of localized mobile network edge applications for supporting vehicles in diverse conditions. We study a particular scenario, where vehicle sensor data processing, required by road safety services, is installed into the mobile network edge in order to extend the electronic horizon of the sensors carried by other vehicles. Specifically, we focus on a LiDAR data-based obstacle warning case where vehicles receive obstacle warnings from the mobile network edge. The proposed solution is based on a generic system architecture. In this paper, we first evaluate different connectivity and computing options associated with such a system using ns-3 simulations. Then, we introduce a proof-of-concept implementation of the LiDAR-based obstacle warning scenario together with first results from an experimental evaluation, conducted both in a real vehicle testbed environment and in a laboratory setting. As a result, we obtain first insights on the feasibility of the overall solution and further enhancements needed.</p>
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Organizations and authors

VTT Technical Research Centre of Finland Ltd

Mäkelä Jukka

Majanen Mikko Orcid -palvelun logo

Mämmelä Olli

Martikainen Ossi

Ojanperä Tiia

Publication type

Publication format

Article

Parent publication type

Journal

Article type

Original article

Audience

Scientific

Peer-reviewed

Peer-Reviewed

MINEDU's publication type classification code

A1 Journal article (refereed), original research

Publication channel information

Volume

2021

Issue

1

Article number

96

​Publication forum

55601

​Publication forum level

1

Open access

Open access in the publisher’s service

Yes

Open access of publication channel

Fully open publication channel

License of the publisher’s version

CC BY

Self-archived

No

Other information

Fields of science

Computer and information sciences; Electronic, automation and communications engineering, electronics

Keywords

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Language

English

International co-publication

No

Co-publication with a company

Yes

DOI

10.1186/s13638-021-01975-7

The publication is included in the Ministry of Education and Culture’s Publication data collection

Yes