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

Publiceringsår

2021

Upphovspersoner

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

Abstrakt

<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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Organisationer och upphovspersoner

Teknologiska forskningscentralen VTT Ab

Mäkelä Jukka

Majanen Mikko Orcid -palvelun logo

Mämmelä Olli

Martikainen Ossi

Ojanperä Tiia

Publikationstyp

Publikationsform

Artikel

Moderpublikationens typ

Tidning

Artikelstyp

En originalartikel

Målgrupp

Vetenskaplig

Kollegialt utvärderad

Kollegialt utvärderad

UKM:s publikationstyp

A1 Originalartikel i en vetenskaplig tidskrift

Publikationskanalens uppgifter

Volym

2021

Nummer

1

Artikelnummer

96

Publikationsforum

55601

Publikationsforumsnivå

1

Öppen tillgång

Öppen tillgänglighet i förläggarens tjänst

Ja

Öppen tillgång till publikationskanalen

Helt öppen publikationskanal

Licens för förläggarens version

CC BY

Parallellsparad

Nej

Övriga uppgifter

Vetenskapsområden

Data- och informationsvetenskap; El-, automations- och telekommunikationsteknik, elektronik

Nyckelord

[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Språk

engelska

Internationell sampublikation

Nej

Sampublikation med ett företag

Ja

DOI

10.1186/s13638-021-01975-7

Publikationen ingår i undervisnings- och kulturministeriets datainsamling

Ja